
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import plotly.offline as pyo
pyo.init_notebook_mode()
import plotly.express as px
%matplotlib inline


df= pd.read_csv('moviestreams.csv')


df.head()


df.shape

(16744, 17)


cols=df.columns.tolist()
cols

['Unnamed: 0',
 'ID',
 'Title',
 'Year',
 'Age',
 'IMDb',
 'Rotten Tomatoes',
 'Netflix',
 'Hulu',
 'Prime Video',
 'Disney+',
 'Type',
 'Directors',
 'Genres',
 'Country',
 'Language',
 'Runtime']


df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 16744 entries, 0 to 16743
Data columns (total 17 columns):
 #   Column           Non-Null Count  Dtype  
---  ------           --------------  -----  
 0   Unnamed: 0       16744 non-null  int64  
 1   ID               16744 non-null  int64  
 2   Title            16744 non-null  object 
 3   Year             16744 non-null  int64  
 4   Age              7354 non-null   object 
 5   IMDb             16173 non-null  float64
 6   Rotten Tomatoes  5158 non-null   object 
 7   Netflix          16744 non-null  int64  
 8   Hulu             16744 non-null  int64  
 9   Prime Video      16744 non-null  int64  
 10  Disney+          16744 non-null  int64  
 11  Type             16744 non-null  int64  
 12  Directors        16018 non-null  object 
 13  Genres           16469 non-null  object 
 14  Country          16309 non-null  object 
 15  Language         16145 non-null  object 
 16  Runtime          16152 non-null  float64
dtypes: float64(2), int64(8), object(7)
memory usage: 2.2+ MB


df.drop(['Unnamed: 0','ID'], axis=1, inplace=True)


df.columns

Index(['Title', 'Year', 'Age', 'IMDb', 'Rotten Tomatoes', 'Netflix', 'Hulu',
       'Prime Video', 'Disney+', 'Type', 'Directors', 'Genres', 'Country',
       'Language', 'Runtime'],
      dtype='object')


df.isna().sum()

Title                  0
Year                   0
Age                 9390
IMDb                 571
Rotten Tomatoes    11586
Netflix                0
Hulu                   0
Prime Video            0
Disney+                0
Type                   0
Directors            726
Genres               275
Country              435
Language             599
Runtime              592
dtype: int64


df.dtypes

Title               object
Year                 int64
Age                 object
IMDb               float64
Rotten Tomatoes     object
Netflix              int64
Hulu                 int64
Prime Video          int64
Disney+              int64
Type                 int64
Directors           object
Genres              object
Country             object
Language            object
Runtime            float64
dtype: object


df['Age'].value_counts()

18+    3474
7+     1462
13+    1255
all     843
16+     320
Name: Age, dtype: int64


age_map={'18+':18, '7+':7,'13+':13,'all':0,'16+':16}


df['AgeCopy']=df['Age'].map(age_map)


df.AgeCopy

0        13.0
1        18.0
2        13.0
3         7.0
4        18.0
         ... 
16739     NaN
16740     7.0
16741     NaN
16742     NaN
16743     NaN
Name: AgeCopy, Length: 16744, dtype: float64


df.drop('Age', axis=1, inplace=True)


df.rename(columns={'AgeCopy': 'Age'}, inplace=True)


df.head()


df['rotten_tomatoes']= df['Rotten Tomatoes'].str.replace('%','')


df['rotten_tomatoes']

0         87
1         87
2         84
3         96
4         97
        ... 
16739    NaN
16740    NaN
16741    NaN
16742    NaN
16743    NaN
Name: rotten_tomatoes, Length: 16744, dtype: object


df.drop('Rotten Tomatoes', axis=1, inplace=True)


df['rotten_tomatoes']=df['rotten_tomatoes'].astype(float)


df.head()


sns.countplot(df['Age'])

C:\ProgramData\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning:

Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.

<AxesSubplot:xlabel='Age', ylabel='count'>


df['Age'].value_counts()

18.0    3474
7.0     1462
13.0    1255
0.0      843
16.0     320
Name: Age, dtype: int64


df['Language'].value_counts(ascending=False)[0:10]

English            10955
Hindi                503
English,Spanish      276
Spanish              267
English,French       174
Italian              166
French               163
Japanese             155
Mandarin             151
Tamil                 93
Name: Language, dtype: int64


x= df['Language'].value_counts(ascending=False).index[0:10]
y= [df['Language'].value_counts(ascending=False)[i] for i in x]
plt.figure(figsize=(15,6))
sns.barplot(x,y)
plt.yticks(rotation=0)
plt.xticks(rotation=90)
plt.show()

C:\ProgramData\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning:

Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.


plt.figure(figsize=(10,8))

<Figure size 1000x800 with 0 Axes>

<Figure size 1000x800 with 0 Axes>


language=df.Language.value_counts().head(10)


language

English            10955
Hindi                503
English,Spanish      276
Spanish              267
English,French       174
Italian              166
French               163
Japanese             155
Mandarin             151
Tamil                 93
Name: Language, dtype: int64


plt.figure(figsize=(10,8))
sns.barplot(x=language.index, y=language.values)
plt.yticks(rotation=0)
plt.xticks(rotation=90)
plt.show()


from IPython.display import HTML


fig=px.pie(df, values=language.values, names=language.index, title='Top 10 languages in streaming movies')

fig


HTML(fig.to_html())


fig1=px.bar(df, 
            x=df['Age'].value_counts().index,
            y=df['Age'].value_counts(), 
            title='Number of movies in specific age',
           text=df['Age'].value_counts(),
           height=600)
fig1.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig1


netflix= df[df['Netflix']==1]


netflix


fig2=px.bar(df, 
            x=netflix['Age'].value_counts().index,
            y=netflix['Age'].value_counts(), 
            title='Number of movies in specific age in Netflix',
           text=netflix['Age'].value_counts(),
           height=600)
fig2.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig2


prime_video= df[df['Prime Video']==1]


fig3=px.bar(df, 
            x=prime_video['Age'].value_counts().index,
            y=prime_video['Age'].value_counts(), 
            title='Number of movies in specific age in Amazon Prime Video',
           text=prime_video['Age'].value_counts(),
           height=600)
fig3.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig3


hulu= df[df['Hulu']==1]


fig4= px.bar(x=hulu['Age'].value_counts().index,
             y=hulu['Age'].value_counts(),
             title='Number of movies in specific age in Hulu',
             text=hulu['Age'].value_counts(),
           height=600)
fig4.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig4


disney_plus= df[df['Disney+']==1]


fig5= px.bar(x=disney_plus['Age'].value_counts().index,
             y=disney_plus['Age'].value_counts(),
             title='Number of movies in specific age in Disney+',
             text=disney_plus['Age'].value_counts(),
           height=600)
fig5.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig5


fig6= px.bar(x=df['rotten_tomatoes'].value_counts().index,
            y=df['rotten_tomatoes'].value_counts(),
            title='Rotten Tomatoes Ratings for overall service',
            text=df['rotten_tomatoes'].value_counts(),
            height=600)
fig6.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig6


fig7= px.bar(x=netflix['rotten_tomatoes'].value_counts().index,
            y=netflix['rotten_tomatoes'].value_counts(),
            title='Rotten Tomatoes ratings for Movies on Netflix',
            text=netflix['rotten_tomatoes'].value_counts(),
            height=600
            )
fig7.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig7


fig8= px.bar(x=prime_video['rotten_tomatoes'].value_counts().index,
            y=prime_video['rotten_tomatoes'].value_counts(),
            title='Rotten Tomatoes ratings for Movies on Amazon Prime Video',
            text=prime_video['rotten_tomatoes'].value_counts(),
            height=600
            )
fig8.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig8


fig9= px.bar(x=disney_plus['rotten_tomatoes'].value_counts().index,
            y=disney_plus['rotten_tomatoes'].value_counts(),
            title='Rotten Tomatoes ratings for Movies on Disney+',
            text=disney_plus['rotten_tomatoes'].value_counts(),
            height=600
            )
fig9.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig9


fig10= px.bar(x=hulu['rotten_tomatoes'].value_counts().index,
            y=hulu['rotten_tomatoes'].value_counts(),
            title='Rotten Tomatoes ratings for Movies on Hulu',
            text=hulu['rotten_tomatoes'].value_counts(),
            height=600
            )
fig10.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig10


rt_scores=pd.DataFrame({'Streaming Service':['Prime Video','Hulu','Disney+','Netflix'],
                       'Rotten Tomatoes Score':[prime_video['rotten_tomatoes'].value_counts().iloc[0],
                                                hulu['rotten_tomatoes'].value_counts().iloc[0],
                                                disney_plus['rotten_tomatoes'].value_counts().iloc[0],
                                                netflix['rotten_tomatoes'].value_counts().iloc[0]]})


rt_scores.head()


sort_rtscores= rt_scores.sort_values(ascending=False, by='Rotten Tomatoes Score')


sort_rtscores


fig11= px.bar(x=sort_rtscores['Streaming Service'],
            y=sort_rtscores['Rotten Tomatoes Score'],
            title='Number of Movies with 100 as Rotten tomatoes rating for each Streaming Services',
            text=sort_rtscores['Rotten Tomatoes Score'],
            height=600
            )
fig11.update_traces(marker_color='red',texttemplate='%{text:.2s}', textposition='outside')
fig11


fig12= px.bar(x=df['IMDb'].value_counts().index,
              y=df['IMDb'].value_counts(),
              title='Overall IMDb Ratings',
              text=df['IMDb'].value_counts(),
              height=600)
fig12.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='green')
fig12


fig13= px.bar(x=netflix['IMDb'].value_counts().index,
            y=netflix['IMDb'].value_counts(),
            title='IMDb ratings for Movies on Netflix',
            text=netflix['IMDb'].value_counts(),
            height=600
            )
fig13.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig13


fig14= px.bar(x=hulu['IMDb'].value_counts().index,
            y=hulu['IMDb'].value_counts(),
            title='IMDb ratings for Movies on Hulu',
            text=hulu['IMDb'].value_counts(),
            height=600
            )
fig14.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig14


fig15= px.bar(x=disney_plus['IMDb'].value_counts().index,
            y=disney_plus['IMDb'].value_counts(),
            title='IMDb ratings for Movies on Disney+',
            text=disney_plus['IMDb'].value_counts(),
            height=600
            )
fig15.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig15


fig16= px.bar(x=prime_video['IMDb'].value_counts().index,
            y=prime_video['IMDb'].value_counts(),
            title='IMDb ratings for Movies on Amazon Prime Video',
            text=prime_video['IMDb'].value_counts(),
            height=600
            )
fig16.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig16


CountRuntimes=pd.DataFrame(dict(df['Runtime'].value_counts().sort_values(ascending=False)[:10]).items(), 
                          columns=['Runtime', 'Count'])


CountRuntimes


fig17= px.bar(x=CountRuntimes['Runtime'],
            y=CountRuntimes['Count'],
            title='Count of Runtimes of movies',
            text=CountRuntimes['Count'],
            height=600
            )
fig17.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig17


df['Directors']=df['Directors'].astype(str)


directors_df= df[df['Directors'] != np.nan ]


directors_df.head()


directors_moviescount=dict()


director_list=list(directors_df['Directors'])


director_list

['Christopher Nolan',
 'Lana Wachowski,Lilly Wachowski',
 'Anthony Russo,Joe Russo',
 'Robert Zemeckis',
 'Sergio Leone',
 'Bob Persichetti,Peter Ramsey,Rodney Rothman',
 'Roman Polanski',
 'Quentin Tarantino',
 'Steven Spielberg',
 'Quentin Tarantino',
 'Martin Scorsese',
 'Rajkumar Hirani',
 'Guillermo del Toro',
 'Lenny Abrahamson',
 'Terry Gilliam,Terry Jones',
 'Sergio Leone',
 'Steven Spielberg',
 'Harold Ramis',
 'Tom Hooper',
 'Spike Jonze',
 'Paul Thomas Anderson',
 'David Fincher',
 'Jean-Marc Vallée',
 'Stephen Chbosky',
 'Terry Jones',
 'Alex Garland',
 'David O. Russell',
 'Neill Blomkamp',
 'Martin Scorsese',
 'Duncan Jones',
 'Noah Baumbach',
 'Nicolas Winding Refn',
 'Sang-ho Yeon',
 'Brad Bird',
 'Nitesh Tiwari',
 'Sergio Pablos,Carlos Martínez López',
 'Steven Spielberg',
 'Clint Eastwood',
 'Aamir Khan,Amole Gupte',
 'John Hughes',
 'Pierre Coffin,Chris Renaud',
 'David Mackenzie',
 'Frank Miller,Robert Rodriguez,Quentin Tarantino',
 'Wilson Yip',
 'Steven Spielberg',
 'James Marsh',
 'Gabriele Muccino',
 'Asif Kapadia',
 'Edgar Wright',
 'Paul Thomas Anderson',
 'Quentin Tarantino',
 'Michel Hazanavicius',
 'Barry Jenkins',
 'Robert Zemeckis',
 'Mel Stuart',
 'Lasse Hallström',
 'David Fincher',
 'Naoko Yamada',
 'nan',
 'Martin Scorsese',
 'Peyton Reed',
 'James L. Brooks',
 'Robert Zemeckis',
 'Malik Bendjelloul',
 'Sam Mendes',
 'Susan Johnson',
 'Aaron Sorkin',
 'Gabriela Cowperthwaite',
 'Vince Gilligan',
 'Oriol Paulo',
 'Tomm Moore',
 'David Ayer',
 'Sam Raimi',
 'Richard Curtis',
 'Stephen Chow',
 'Abdellatif Kechiche',
 'Alfonso Cuarón',
 'David Zucker',
 'Jeff Nichols',
 'Kelly Fremon Craig',
 'nan',
 'Ashutosh Gowariker',
 'Eli Craig',
 'Lana Wachowski,Lilly Wachowski',
 'Fernando Meirelles',
 'Edward Zwick',
 'Sean Baker',
 'Ava DuVernay',
 'S.S. Rajamouli',
 'Josh Lowell,Peter Mortimer',
 'Craig Brewer',
 'David Yates',
 'Galder Gaztelu-Urrutia',
 'Bong Joon Ho',
 'nan',
 'John Lee Hancock',
 'Bryan Fogel',
 'David Gelb',
 'Tim Burton,Mike Johnson',
 'Cameron Crowe',
 'Armando Iannucci',
 'Martin Campbell',
 'Mark Herman',
 'nan',
 'Phil Johnston,Rich Moore',
 'Benny Safdie,Josh Safdie',
 'Wilson Yip',
 'Mark Osborne',
 'James Ponsoldt',
 'S.S. Rajamouli',
 'David Slade',
 'Rajkumar Hirani',
 'Sam Hargrave',
 'Yorgos Lanthimos',
 'Derek Cianfrance',
 'Zoya Akhtar',
 'Jeremy Saulnier',
 'Jennifer Yuh Nelson',
 'Ethan Coen,Joel Coen',
 'Matt Reeves',
 'Chang-dong Lee',
 'Steven Spielberg',
 'Byron Howard,Chris Williams',
 'Hideaki Anno,Kazuya Tsurumaki',
 'Kevin Smith',
 'Ron Clements,John Musker',
 'Nattawut Poonpiriya',
 'Robin Hardy',
 'Tom Ford',
 'Ted Demme',
 'Noah Baumbach',
 'Claude Barras',
 'Chris Smith',
 'Anurag Basu',
 'Noah Baumbach',
 'Sydney Pollack',
 'Ron Howard',
 'Danny Boyle',
 'Ron Underwood',
 'Kirk DeMicco,Chris Sanders',
 'Steven Knight',
 'Jay Karas',
 'David Mackenzie',
 'Dee Rees',
 'Jay Roach',
 'Jeremy Saulnier',
 'Roland Emmerich',
 'Alejandro G. Iñárritu',
 'Ruben Östlund',
 'Mike Flanagan',
 "Gavin O'Connor",
 'Ashutosh Gowariker',
 'Tomas Alfredson',
 'Robert Eggers',
 'Vishal Bhardwaj',
 'R. Balki',
 'Mike Flanagan',
 'Shekhar Kapur',
 'Lana Wilson',
 'Marc Forster',
 'Jérémy Clapin',
 'Grant Sputore',
 'Hayao Miyazaki',
 'André Øvredal',
 'Orlando von Einsiedel',
 'Richard LaGravenese',
 'Paul Thomas Anderson',
 'Ethan Coen,Joel Coen',
 'David Michôd',
 'Nora Twomey',
 'Chiwetel Ejiofor',
 'Anubhav Sinha',
 'Yorgos Lanthimos',
 'John Hillcoat',
 'Karan Johar',
 'Tim Burton',
 'Zach Lipovsky,Adam B. Stein',
 'Jon Olb,Madeleine Parry',
 'Martin Campbell',
 'Barry Levinson',
 'Kurt Wimmer',
 'Sarah Smith,Barry Cook',
 'Francis Ford Coppola',
 'Evgeny Afineevsky',
 'Nahnatchka Khan',
 'Neil Jordan',
 'Steven Spielberg',
 'Ric Roman Waugh',
 'Karyn Kusama',
 'J.C. Chandor',
 'Adam McKay',
 'Shakun Batra',
 'Ildikó Enyedi',
 'Rob Burnett',
 'James Wan',
 'Mike Binder',
 'Michael Bay',
 'Martin Campbell',
 'Tom Hooper',
 'Colm McCarthy',
 'Susanne Bier',
 'Gore Verbinski',
 'Scott Cooper',
 'Nagraj Manjule',
 'Jay Roach',
 'Daniel Lindsay,T.J. Martin',
 'Mike Mills',
 'Nikkhil Advani',
 'Dan Kwan,Daniel Scheinert',
 'Sunao Katabuchi',
 'David Lowery',
 'Paul Greengrass',
 'Phillip Noyce',
 'Chris Renaud,Jonathan del Val',
 'Andy Tennant',
 'nan',
 'Denis Villeneuve',
 'Oriol Paulo',
 'Sebastian Jones,Ramez Silyan',
 'Steven Spielberg',
 'Mike Newell',
 'Macon Blair',
 'Justin Benson,Aaron Moorhead',
 'Nora Ephron',
 'Louie Psihoyos',
 'Babak Anvari',
 'Ric Roman Waugh',
 'Joachim Rønning,Espen Sandberg',
 'Rob Marshall',
 'Paul Katis',
 'David Sington',
 'Timo Tjahjanto',
 'Jean-François Richet',
 'Amar Kaushik',
 'Steven Bognar,Julia Reichert',
 'Jeff Chan',
 'Phillip Noyce',
 'Lasse Hallström',
 'Gastón Duprat,Mariano Cohn',
 'Hiroshi Aoyama,Kazumi Fukushima,Jim Stenstrum',
 'Jeff Orlowski',
 'James Ponsoldt',
 'Charlie McDowell',
 'Len Wiseman',
 'Cristi Puiu',
 'Eric Darnell,Tom McGrath',
 'Antonin Baudry',
 'Tommy Wirkola',
 'Kris Pearn,Cory Evans,Rob Lodermeier',
 'Orlando von Einsiedel',
 'nan',
 'Lana Wachowski,Lilly Wachowski',
 'Jeff Margolis',
 'Jay Roach',
 'Nicholas Stoller',
 'John Maclean',
 'Noah Baumbach',
 'Chapman Way,Maclain Way',
 'Richard Shepard',
 'Wilson Yip',
 'Scott Derrickson',
 'Sam Dunn,Scot McFadyen',
 'Morgan Neville',
 'Kyle Patrick Alvarez',
 'Simon Curtis',
 'Henry Joost,Ariel Schulman',
 'Advait Chandan',
 'Tamara Jenkins',
 'Sam Mendes',
 'Peyton Reed',
 'Adam Nimoy',
 'Michael Dowse',
 'Tom Shadyac',
 'Jacob Kornbluth',
 'Antoine Fuqua',
 'Stan Lathan',
 'Alex Timbers',
 'Luis Valdez',
 'Michael Mann',
 'Mat Whitecross',
 'Petra Costa',
 'Robert Zemeckis',
 'Jonathan Glazer',
 'James Lebrecht,Nicole Newnham',
 'Ed Perkins',
 'Raymie Muzquiz,Stu Livingston',
 'Kevin Smith',
 'Frank Oz',
 'John Irvin',
 'Shane Acker',
 'Daniel Lindsay,T.J. Martin',
 'Jon Greenhalgh',
 'Will Becher,Richard Phelan',
 'Christian Desmares,Franck Ekinci',
 'John Lee Hancock',
 'Brian Helgeland',
 'Alê Abreu',
 'Patrick Brice',
 'Jonathan Mostow',
 'Jason Todd Ipson',
 'Mani Ratnam',
 'Louis C.K.',
 'Álvaro Brechner',
 'Alice Rohrwacher',
 'Liz Garbus',
 'Alex Lehmann',
 'Zak Hilditch',
 'Peter Berg',
 'Rachel Mason',
 'Ethan Coen,Joel Coen',
 'Leslie Iwerks',
 'Lars Klevberg',
 'Thom Zimny',
 'Thurop Van Orman,John Rice',
 'Gillian Robespierre',
 'Prasanth Varma',
 'Andrea Arnold',
 'Richard da Costa,Alex Parkinson',
 'Abhishek Chaubey',
 'Christian Gudegast',
 'Haifaa Al-Mansour',
 'Mark Waters',
 'Clay Kaytis',
 'David Soren',
 'Howard Zieff',
 'Paul Greengrass',
 'Steven Brill,Nicholaus Goossen',
 'Atom Egoyan',
 'J.C. Chandor',
 'Alexandra Dean',
 'Alex Lehmann',
 'Michael Bay',
 'Larry David',
 'Ted Braun',
 'Abhinay Deo,Akshat Verma',
 'Constance Marks,Philip Shane',
 'Morgan Matthews',
 'Trey Edward Shults',
 'Jon Alpert',
 'Patrick Brice',
 'Evan Goldberg,Seth Rogen',
 'Gabriel Clarke,Torquil Jones',
 'Wolfgang Petersen',
 'Craig Brewer',
 'David Ayer',
 'Ben Howling,Yolanda Ramke',
 'Icíar Bollaín',
 'Bernard Rose',
 'Hiromasa Yonebayashi,Giles New',
 'Matt Palmer',
 'Angelina Jolie',
 'Rene Liu',
 'Lou Adler,Tommy Chong',
 'James Wong',
 'Michael Cuesta',
 'Tiller Russell',
 'Bert Marcus',
 'David Mackenzie',
 'Robert Luketic',
 'Neil Armfield',
 'Trey Edward Shults',
 'Noah Baumbach,Jake Paltrow',
 'Chih-Yen Hsu,Mag Hsu',
 'Roger Spottiswoode',
 'Elizabeth Banks,Steven Brill,Steve Carr,Rusty Cundieff,James Duffy,Griffin Dunne,Peter Farrelly,Patrik Forsberg,Will Graham,James Gunn,Brett Ratner,Jonathan van Tulleken,Bob Odenkirk',
 'Ofir Raul Graizer',
 'Eugenio Derbez',
 'Ben Younger',
 'Lukas Dhont',
 'David Zucker',
 'Ashwiny Iyer Tiwari',
 'Shonali Bose',
 'Ken Hughes',
 'Neeraj Pandey',
 'Ashutosh Gowariker',
 'John Butler',
 'Christian Ditter',
 'Jacques Perrin,Jacques Cluzaud',
 'David Bruckner',
 'Kevin Phillips',
 'Sian Heder',
 'Chris Kelly',
 'Nick Cassavetes',
 'Nic Mathieu',
 'McG',
 'Joe Berlinger',
 'Jerrold Tarog',
 'Frank Coraci',
 'Saul Dibb',
 'Mark Craig',
 'Nate Adams,Adam Carolla',
 'Alexandre Heboyan,Benoît Philippon',
 'Stephanie Soechtig,Jeremy Seifert',
 'Ron Howard',
 'Estevan Oriol',
 'Juan Pablo Rebella,Pablo Stoll',
 'Wayne Blair',
 'Newt Arnold',
 'Steve Loter',
 'Dylan Bank,Daniel DiMauro,Morgan Pehme',
 'Craig Johnson',
 'Jim Field Smith',
 'Gilles Paquet-Brenner',
 'Nana Ekvtimishvili,Simon Groß',
 'Andrew Dominik',
 'Abhay Chopra',
 'Michael Bay',
 'Matthew Shoychet',
 'Andrew Slater',
 'Jeremy Saulnier',
 'Sarah Gavron',
 'Richie Smyth',
 'McG',
 'Genndy Tartakovsky',
 'Tony Zierra',
 'Ritesh Batra',
 'Eddie Mensore',
 'Asghar Farhadi',
 'nan',
 'Brett Harvey',
 'Peggy Holmes',
 'Michael Apted',
 'Saul Dibb',
 'Rayka Zehtabchi',
 'Barry W. Blaustein',
 'Kevin R. Adams,Joe Ksander,Ricardo Curtis',
 'Daniel Goldhaber',
 'Houda Benyamina',
 'Sandi Tan',
 'Len Wiseman',
 'Farah Khan',
 'Jerry Rothwell',
 'John Cromwell',
 'Milind Dhaimade',
 'Gauri Shinde',
 'Prentice Penny',
 'Russell Crowe',
 'Chris Moukarbel',
 'Jay Roach',
 'Jason Krawczyk',
 'Kevin Macdonald',
 'Jeffrey Walker',
 'Paul W.S. Anderson',
 'Anna Boden,Ryan Fleck',
 'Morgan Neville',
 'Abhishek Kapoor',
 'Sujoy Ghosh',
 'Jason Reitman',
 'Sam Dunn',
 'Wes Craven',
 'Jeff Tremaine',
 'Stephen Chiodo',
 'David Leveaux',
 'Peter Berg',
 'Jeremy Rush',
 'Noah Baumbach',
 'Lee Tamahori',
 'Kar-Wai Wong',
 'Dava Whisenant',
 'Darnell Martin',
 'Jeffrey Schwarz',
 'Felix Thompson',
 'Floria Sigismondi',
 'Roland Emmerich',
 'Alice Wu',
 'Alan Yang',
 'Leslye Headland',
 'Robert Zemeckis',
 'Brad Anderson',
 'Woo-Ping Yuen',
 'Pablo Larraín',
 'Lone Scherfig',
 'Roger Kumble',
 'nan',
 'Daniel Raim',
 'Ron Howard',
 'Tanuja Chandra',
 'Cary Joji Fukunaga',
 'Mark Dennis,Ben Foster',
 'David R. Ellis',
 'Marcus Raboy',
 'Jeffrey Walker',
 'Randal Kleiser',
 'Brett Haley',
 'Andrey Zvyagintsev',
 'Patrick Tatopoulos',
 'Reema Kagti',
 'Leslie Small,Tim Story',
 'Phil Joanou',
 'Akiva Schaffer',
 'Simon J. Smith,Steve Hickner',
 'Stephen Daldry,Christian Duurvoort',
 'Mar Targarona',
 'Ken Kwapis',
 'Lee Fulkerson',
 'Barry Levinson',
 'Rajkumar Hirani',
 'Hiroyuki Seshita',
 'nan',
 'Rob Cohen',
 'Chris Baugh',
 'Jeremiah Zagar',
 'Sean McNamara',
 'Joe Murray,Cosmo Segurson',
 'Steven Soderbergh',
 'Aniruddha Roy Chowdhury',
 'Rob Minkoff',
 'Zachary Heinzerling',
 'Romain Gavras',
 'Cate Shortland',
 'David Ayer',
 'Ken Kwapis',
 'Adam Leon',
 'Abhishek Sharma',
 'Thomas Vinterberg',
 'Mimi Leder',
 'Sara Colangelo',
 'Brad Anderson',
 'nan',
 'Frant Gwo',
 'Erik Canuel',
 'Bob Odenkirk',
 'John Curran',
 'Stanley Nelson',
 'David Fairhead',
 'Afia Nathaniel',
 'John Milius',
 'Sanjay Gupta',
 'John Wells',
 'Mark Christopher',
 'Jon Gunn',
 'Lynn Shelton',
 'Andy Serkis',
 'Paul Urkijo Alijo',
 'John A. Davis',
 'Oliver Stone',
 'Nila Madhab Panda',
 'Anusha Rizvi,Mahmood Farooqui',
 'John Dower',
 'nan',
 'Paul W.S. Anderson',
 'Daniel J. Clark',
 'Nicolas Cage',
 'David Pastor,Àlex Pastor',
 'Kristina Goolsby,Ashley York',
 'Bobcat Goldthwait',
 'Nicholas Zeig-Owens',
 'Karthik Subbaraj',
 'Tommy Avallone',
 'Harry Elfont,Deborah Kaplan',
 'Bob Nelson',
 'Hugh Wilson',
 'Florian Gallenberger',
 'Ben Wheatley',
 'Greg Berlanti',
 'Michael Fimognari',
 'Jon Watts',
 'James Bridges',
 'Jeff Pollack',
 'Billy Corben',
 'Barry Avrich',
 'Larry Peerce',
 'Russell Mulcahy',
 'Michael Cuesta',
 'Rakeysh Omprakash Mehra',
 'Roger Allers,Jill Culton,Anthony Stacchi',
 'Yance Ford',
 'Alexander Witt',
 'Alberto Rodríguez',
 'Kevin Macdonald',
 'James Mangold',
 'Jeremy Coon,Tim Skousen',
 'Peter Hutchings',
 'Sion Sono',
 'Kasper Collin',
 'Richard Benjamin',
 'Ariel Vromen',
 'Steve Antin',
 'Gastón Duprat',
 'Bruce Beresford',
 'Kyle Newacheck',
 'Bonni Cohen,Jon Shenk',
 'Keiichi Hara,Stephanie Sheh,Michael Sinterniklaas',
 'Anne Fletcher',
 'Ricky Gervais,Matthew Robinson',
 'Simon Baker',
 'Mark Raso',
 'Dante Lam',
 'Jeremy Saulnier',
 'Barak Goodman,Jamila Ephron',
 'Lynn Shelton',
 'Francesco Cinquemani,George Gallo',
 'Kip Andersen,Keegan Kuhn',
 'Bruce Gowers',
 'Esteban Sapir',
 'Zackary Canepari,Drea Cooper',
 'Robert Altman',
 'Mike Flanagan',
 'Mijke de Jong',
 'Jennifer Peedom',
 'Nicholas Hytner',
 'Paco Cabezas',
 'Imtiaz Ali',
 'Ole Bornedal',
 'Dustin Hoffman',
 'Farhan Akhtar',
 'Eva Orner',
 'Charles Martin Smith',
 'Raj Kumar Gupta',
 'Benjamin Turner,Gabe Turner',
 'Ivan Reitman',
 'Erik Matti',
 'Jennifer Phang',
 'Phyllida Lloyd',
 'Julius Avery',
 'Stig Bergqvist,Paul Demeyer',
 'Alessio Cremonini',
 'J.D. Dillard',
 'Rahul Dholakia',
 'David Michôd',
 'Tigmanshu Dhulia',
 'Orson Welles',
 'Makoto Shinkai',
 'Peter Spirer',
 'John Ridley',
 'Nandita Das',
 'Nagesh Kukunoor',
 'Alex Smith,Andrew J. Smith',
 'Will Allen',
 'Jenny Gage',
 'Clint Eastwood',
 'Haoling Li,Yoshitaka Takeuch,Xiaoxing Yi',
 'Haifaa Al-Mansour',
 'James Wong',
 'Beeban Kidron',
 'Shekhar Kapur',
 'Hikari',
 'David Wain',
 'Michel Gondry',
 'Lasse Hallström',
 'Elaine McMillion Sheldon',
 'Sanjay Leela Bhansali',
 'Malik Vitthal',
 'Scott Aukerman',
 'Daniel Stamm',
 'Gary Fleder',
 'Drake Doremus',
 'Noël Wells',
 'Jonathan Demme',
 'Jonathan Liebesman',
 'Greg Campbell',
 'Ari Sandel',
 'Lyric R. Cabral,David Felix Sutcliffe',
 'Karan Johar',
 'Mike Clattenburg',
 'Ömer Faruk Sorak',
 'Jean-Loup Felicioli,Alain Gagnol',
 'Matthew Cooke',
 'Wally Pfister',
 'Anurag Basu',
 'Chris Nelson',
 'Bille August',
 'Sujoy Ghosh',
 'Rajkumar Santoshi',
 'Luke Snellin',
 'Steve Carr',
 'Jeff Baena',
 'Milind Rau',
 'Errol Morris',
 'Roger Allers,Gaëtan Brizzi,Paul Brizzi,Joan C. Gratz,Mohammed Saeed Harib,Tomm Moore,Nina Paley,Bill Plympton,Joann Sfar,Michal Socha',
 'Mike Rohl',
 'Oz Perkins',
 'Bert Marcus,Cyrus Saidi',
 'Karen Moncrieff',
 'Patricia Rozema',
 'Jedd Wider,Todd Wider',
 'Rob Minkoff',
 'Paul Dugdale',
 'Elite Zexer',
 'Pierre Morel',
 'Zoya Akhtar',
 'Mary Mazzio',
 'John Lee',
 'Gus Van Sant',
 'Susan Johnson',
 'Roberta Grossman,Sophie Sartain',
 'Ivan Sen',
 'William Eubank',
 'Gideon Raff',
 'Tarsem Singh',
 'Blitz Bazawule',
 'Jeff Baena',
 'Walter Hill',
 'Griffin Dunne',
 'Aaron Hann,Mario Miscione',
 'Bo Burnham',
 'Bryan Bertino',
 'Greg Barker',
 'nan',
 'Ryan Polito,Jake Szymanski',
 'Jim Mickle',
 'Tarsem Singh',
 'Vinil Mathew',
 'Vikramaditya Motwane',
 'Antoine Fuqua',
 'Robin Swicord',
 'Zach Braff',
 'Masaaki Yuasa',
 'Keanu Reeves',
 'Christian Charles',
 'Cyril Frankel',
 'Pascal Laugier',
 'Louis C.K.',
 'Peter Middleton,James Spinney',
 'Vince Marcello',
 'Alexandre Aja',
 'Michael Thelin',
 'Lonny Price',
 'Doug Liman',
 'Olivia Newman',
 'Fab 5 Freddy',
 'Josh Greenbaum',
 'Ramón Salazar',
 'Jamie Linden',
 'Mark Dindal',
 'Jesse Dylan',
 'nan',
 'nan',
 'Lance Bangs',
 'Leslie Small,Tim Story',
 'Dean Parisot',
 'Benson Lee',
 'Karen Moncrieff',
 'Dimitri Logothetis',
 'Abby Epstein',
 'Sebastián Hofmann',
 'Oliver Parker',
 'Dylan Mohan Gray',
 'Zoya Akhtar',
 'Toa Fraser',
 'Chad Hartigan',
 'Joe Piscatella',
 'Imtiaz Ali',
 'Jamie M. Dagg',
 'Atom Egoyan',
 'J. Davis',
 'Brandon Camp',
 'Nancy Schwartzman',
 'Eva Vives',
 'David Mirkin',
 'David Sington,Heather Walsh',
 'Leslie Small,Tim Story',
 'Scott Aukerman,Akiva Schaffer',
 'Joe Robert Cole',
 'Tony Elliott',
 'Bruce Malmuth,Gary Nelson',
 'Carlos Vermut',
 'Andrzej Bartkowiak',
 'Ho-Cheung Pang',
 'Johannes Roberts',
 'Vikramaditya Motwane',
 'Mahmoud Sabbagh',
 'Mark Steven Johnson',
 'Chris Smith',
 "Mark O'Connor",
 'Dibakar Banerjee',
 'Ian Samuels',
 'Michael Carney',
 'Don Mancini',
 'S.S. Wilson',
 'Timo Tjahjanto',
 'Hae Young Jung,Young Kyun Park,Jhonen Vasquez',
 'Aleksey German Jr.',
 'Lana Wachowski,Lilly Wachowski',
 'David Pastor,Àlex Pastor',
 'Banjong Pisanthanakun,Parkpoom Wongpoom',
 'Katy Chevigny,Ross Kauffman',
 'Eric Stoltz',
 'Fritz Böhm',
 'Dan Gilroy',
 'Joe Swanberg',
 'Storm Saulter',
 'Fernando González Molina',
 'Jared Hess',
 'John Scheinfeld',
 'Emmanuel Mouret',
 'Tinto Brass',
 'Madeleine Sami,Jackie van Beek',
 'Jay Roach',
 'Seth Barrish',
 'Spike Lee',
 'Monika Mitchell',
 'Greg Whiteley',
 'Damien Leone',
 'Paul W.S. Anderson',
 'Gavin Fitzgerald',
 'Shashanka Ghosh',
 'Todd Holland',
 'Jared Moshe',
 'Farah Khan',
 'Jennifer M. Kroot',
 'Peter Chelsom',
 'Philipp Stölzl',
 'Vijay Lalwani',
 'Sally Potter',
 'Elizabeth Wood',
 'Simon Wells',
 'David Wnendt',
 'Joel Gallen,Tig Notaro',
 'Karan Johar',
 'Min-ho Woo',
 'Jennifer Baichwal,Nicholas de Pencier',
 'David Cronenberg',
 'So Yong Kim',
 'Joe Dante,Eric Goldberg',
 'Beyoncé,Ed Burke',
 'Alex Zamm',
 'Luke Sparke',
 'Lynn Shelton',
 'Michèle Ohayon',
 'J.J. Englert,Robert Krantz',
 'Sofia Coppola',
 'Tetsuo Yajima',
 'Israel Adrián Caetano',
 'Florian Henckel von Donnersmarck',
 'Cory Barlog',
 'Joshua Z Weinstein',
 'Jenna Laurenzo',
 'Sonia Kennebeck',
 'Nora Fingscheidt',
 'Chia-Liang Liu',
 'Dennie Gordon',
 'Ben Shelton',
 'Davis Guggenheim',
 'Ribhu Dasgupta',
 'Andy Fickman',
 'Erik Nelson',
 'Hrishikesh Mukherjee',
 'Nicole Holofcener',
 'John Fortenberry',
 'Hideaki Anno,Masayuki,Kazuya Tsurumaki',
 'Álex de la Iglesia',
 'Paul Andrew Williams',
 'Charlie McDowell',
 'Steven Soderbergh',
 'Hrishikesh Mukherjee',
 'Justin McConnell',
 'David Guy Levy',
 'Yilmaz Erdogan',
 'Yilmaz Erdogan,Ömer Faruk Sorak',
 'Christopher Storer',
 'Benedict Andrews',
 'Aaron Lieber',
 'Vincent Perez',
 'Kiran Rao',
 'Gerard McMurray',
 'Karim Amer,Jehane Noujaim',
 'Max Joseph',
 'nan',
 'Rhys Thomas',
 'Igor Kovalyov,Norton Virgien',
 'Jay Karas',
 'David Alvarado,Jason Sussberg',
 'David Palmer,Dax Shepard',
 'Sandeep Reddy Vanga',
 'Ian Cheney',
 'Nathan Morlando',
 'Jay Karas',
 'Christina Clusiau,Shaul Schwarz',
 'Greg MacGillivray',
 'Shree Narayan Singh',
 'Wim Wenders',
 'Trent Haaga',
 'Ana Kokkinos',
 'Toshiyuki Kubooka',
 'Bilal Lashari',
 'Daniel Lee',
 'Maria Ripoll',
 'Jesse V. Johnson',
 'Dave Green',
 'Sarah Adina Smith',
 'Shrihari Sathe',
 'Michael Lehmann',
 'Paul Dugdale',
 'Lance Bangs',
 'Kyoko Miyake',
 'Priyadarshan',
 'Anurag Kashyap',
 'Rhys Thomas',
 'nan',
 'Roland Joffé',
 "Liam O'Donnell",
 'James McTeigue',
 'John Erick Dowdle',
 'nan',
 'Julius Onah',
 'Peter Landesman',
 'Abe Forsythe',
 'Mani Ratnam',
 'Toshiyuki Kubooka',
 'Jon Amiel',
 'Abhishek Varman',
 'Bruce Robinson',
 'Anthony Wonke',
 'Marja-Lewis Ryan',
 'Michael Tolajian',
 'Rachel Lears',
 'Shaad Ali',
 'Neil Triffett',
 'Skye Borgman',
 'Billy Ray',
 'Alain Desrochers',
 'Alfonso Cuarón',
 'Dharmendra Suresh Desai',
 'Jesse V. Johnson',
 'Tinge Krishnan',
 'Sung-hoon Kim',
 'Gabe Ibáñez',
 'Alan Rickman',
 'Troy Nixey',
 'Amol Palekar',
 'Mike Diva,Akiva Schaffer',
 'Jennifer Kaytin Robinson',
 'Terry Hughes,Ian MacNaughton',
 'Mitzi Vanessa Arreola,Amir Galván Cervera',
 'Rod Blackhurst,Brian McGinn',
 'David Lee Miller',
 'Andrew Niccol',
 'Gerard Barrett',
 'Shanker Raman',
 'Jon Lucas,Scott Moore',
 'Keenen Ivory Wayans',
 'Tom Dey',
 'Claire Scanlon',
 'Doron Paz,Yoav Paz',
 'Ricky Gervais',
 'Alejandro Doria',
 'Mati Diop',
 'Liz Garbus',
 'Woody Harrelson',
 'James Mangold',
 'Bill Oliver',
 'Rohit Shetty',
 'Toshiyuki Kubooka',
 'Marti Noxon',
 'Pa. Ranjith',
 'Robert Altman',
 'Mahesh Manjrekar',
 'Christopher Smith',
 'Lauren Miller Rogen',
 'David Michôd',
 'Sydney Freeland',
 'Rod Blackhurst',
 'Roger Kumble',
 'Andy Tennant',
 'Johanna Demetrakas',
 'Kevin Rodney Sullivan',
 'Ayan Mukherjee',
 'Brian Knappenberger',
 'Shannon Hartman',
 'Maya Forbes',
 'Andrew Lau,Alan Mak,Ralph Rieckermann',
 'nan',
 'Jared Stern',
 'Francesco Lettieri',
 'Garry Marshall',
 'George Stevens',
 'Prosit Roy',
 'Baran bo Odar',
 'Ken Marino',
 'Christopher Smith',
 'Louis C.K.',
 'Mark Waters',
 'Chris Bolan',
 'John Michael McDonagh',
 'Farhan Akhtar',
 'Clark Johnson',
 'Drake Doremus',
 'Gillian Armstrong',
 'Abbas Tyrewala',
 'Kirby Dick',
 'Alex Infascelli',
 'Jill Bauer,Ronna Gradus',
 'Abhishek Kapoor',
 'Karan Malhotra',
 'Anthony Caronna,Alexander Smith',
 'Linda Saffire,Adam Schlesinger',
 'Farhan Akhtar',
 'Chris Perkel',
 'Martin Scorsese',
 'Ari Sandel',
 'Todor Chapkanov',
 'Greg MacGillivray',
 'Fernando Coimbra',
 'Mae Czarina Cruz',
 'Vincenzo Natali',
 'Leslie Small',
 'Errol Morris',
 'Elliot Hegarty',
 'Alik Sakharov',
 ...]


for xdir in director_list:
    current_directors=xdir.split(',')
    for xd in current_directors:
        if xd in directors_moviescount:
            directors_moviescount[xd]+= 1
        else:
            directors_moviescount[xd]=1


directors_moviescount

{'Christopher Nolan': 4,
 'Lana Wachowski': 5,
 'Lilly Wachowski': 5,
 'Anthony Russo': 5,
 'Joe Russo': 6,
 'Robert Zemeckis': 8,
 'Sergio Leone': 2,
 'Bob Persichetti': 1,
 'Peter Ramsey': 1,
 'Rodney Rothman': 1,
 'Roman Polanski': 7,
 'Quentin Tarantino': 7,
 'Steven Spielberg': 10,
 'Martin Scorsese': 7,
 'Rajkumar Hirani': 3,
 'Guillermo del Toro': 1,
 'Lenny Abrahamson': 2,
 'Terry Gilliam': 3,
 'Terry Jones': 4,
 'Harold Ramis': 2,
 'Tom Hooper': 4,
 'Spike Jonze': 3,
 'Paul Thomas Anderson': 5,
 'David Fincher': 5,
 'Jean-Marc Vallée': 2,
 'Stephen Chbosky': 2,
 'Alex Garland': 2,
 'David O. Russell': 5,
 'Neill Blomkamp': 2,
 'Duncan Jones': 2,
 'Noah Baumbach': 6,
 'Nicolas Winding Refn': 2,
 'Sang-ho Yeon': 4,
 'Brad Bird': 3,
 'Nitesh Tiwari': 2,
 'Sergio Pablos': 1,
 'Carlos Martínez López': 1,
 'Clint Eastwood': 3,
 'Aamir Khan': 1,
 'Amole Gupte': 1,
 'John Hughes': 1,
 'Pierre Coffin': 1,
 'Chris Renaud': 3,
 'David Mackenzie': 6,
 'Frank Miller': 1,
 'Robert Rodriguez': 4,
 'Wilson Yip': 4,
 'James Marsh': 2,
 'Gabriele Muccino': 1,
 'Asif Kapadia': 2,
 'Edgar Wright': 2,
 'Michel Hazanavicius': 1,
 'Barry Jenkins': 2,
 'Mel Stuart': 2,
 'Lasse Hallström': 5,
 'Naoko Yamada': 2,
 'nan': 726,
 'Peyton Reed': 4,
 'James L. Brooks': 2,
 'Malik Bendjelloul': 1,
 'Sam Mendes': 2,
 'Susan Johnson': 2,
 'Aaron Sorkin': 1,
 'Gabriela Cowperthwaite': 2,
 'Vince Gilligan': 2,
 'Oriol Paulo': 2,
 'Tomm Moore': 2,
 'David Ayer': 5,
 'Sam Raimi': 2,
 'Richard Curtis': 1,
 'Stephen Chow': 1,
 'Abdellatif Kechiche': 1,
 'Alfonso Cuarón': 2,
 'David Zucker': 5,
 'Jeff Nichols': 2,
 'Kelly Fremon Craig': 1,
 'Ashutosh Gowariker': 7,
 'Eli Craig': 2,
 'Fernando Meirelles': 2,
 'Edward Zwick': 6,
 'Sean Baker': 2,
 'Ava DuVernay': 2,
 'S.S. Rajamouli': 4,
 'Josh Lowell': 2,
 'Peter Mortimer': 2,
 'Craig Brewer': 4,
 'David Yates': 1,
 'Galder Gaztelu-Urrutia': 1,
 'Bong Joon Ho': 5,
 'John Lee Hancock': 2,
 'Bryan Fogel': 1,
 'David Gelb': 1,
 'Tim Burton': 7,
 'Mike Johnson': 1,
 'Cameron Crowe': 2,
 'Armando Iannucci': 1,
 'Martin Campbell': 6,
 'Mark Herman': 1,
 'Phil Johnston': 1,
 'Rich Moore': 3,
 'Benny Safdie': 1,
 'Josh Safdie': 1,
 'Mark Osborne': 1,
 'James Ponsoldt': 3,
 'David Slade': 1,
 'Sam Hargrave': 1,
 'Yorgos Lanthimos': 2,
 'Derek Cianfrance': 1,
 'Zoya Akhtar': 4,
 'Jeremy Saulnier': 4,
 'Jennifer Yuh Nelson': 1,
 'Ethan Coen': 6,
 'Joel Coen': 6,
 'Matt Reeves': 2,
 'Chang-dong Lee': 1,
 'Byron Howard': 3,
 'Chris Williams': 3,
 'Hideaki Anno': 2,
 'Kazuya Tsurumaki': 2,
 'Kevin Smith': 7,
 'Ron Clements': 5,
 'John Musker': 5,
 'Nattawut Poonpiriya': 1,
 'Robin Hardy': 1,
 'Tom Ford': 1,
 'Ted Demme': 2,
 'Claude Barras': 1,
 'Chris Smith': 2,
 'Anurag Basu': 5,
 'Sydney Pollack': 1,
 'Ron Howard': 9,
 'Danny Boyle': 6,
 'Ron Underwood': 3,
 'Kirk DeMicco': 1,
 'Chris Sanders': 3,
 'Steven Knight': 3,
 'Jay Karas': 21,
 'Dee Rees': 2,
 'Jay Roach': 8,
 'Roland Emmerich': 5,
 'Alejandro G. Iñárritu': 2,
 'Ruben Östlund': 2,
 'Mike Flanagan': 5,
 "Gavin O'Connor": 3,
 'Tomas Alfredson': 3,
 'Robert Eggers': 3,
 'Vishal Bhardwaj': 6,
 'R. Balki': 1,
 'Shekhar Kapur': 4,
 'Lana Wilson': 2,
 'Marc Forster': 4,
 'Jérémy Clapin': 1,
 'Grant Sputore': 1,
 'Hayao Miyazaki': 1,
 'André Øvredal': 2,
 'Orlando von Einsiedel': 2,
 'Richard LaGravenese': 2,
 'David Michôd': 3,
 'Nora Twomey': 1,
 'Chiwetel Ejiofor': 1,
 'Anubhav Sinha': 3,
 'John Hillcoat': 1,
 'Karan Johar': 5,
 'Zach Lipovsky': 2,
 'Adam B. Stein': 1,
 'Jon Olb': 1,
 'Madeleine Parry': 1,
 'Barry Levinson': 5,
 'Kurt Wimmer': 1,
 'Sarah Smith': 1,
 'Barry Cook': 1,
 'Francis Ford Coppola': 5,
 'Evgeny Afineevsky': 3,
 'Nahnatchka Khan': 1,
 'Neil Jordan': 4,
 'Ric Roman Waugh': 2,
 'Karyn Kusama': 4,
 'J.C. Chandor': 2,
 'Adam McKay': 1,
 'Shakun Batra': 2,
 'Ildikó Enyedi': 1,
 'Rob Burnett': 1,
 'James Wan': 3,
 'Mike Binder': 3,
 'Michael Bay': 6,
 'Colm McCarthy': 1,
 'Susanne Bier': 2,
 'Gore Verbinski': 6,
 'Scott Cooper': 1,
 'Nagraj Manjule': 1,
 'Daniel Lindsay': 2,
 'T.J. Martin': 2,
 'Mike Mills': 1,
 'Nikkhil Advani': 4,
 'Dan Kwan': 1,
 'Daniel Scheinert': 1,
 'Sunao Katabuchi': 1,
 'David Lowery': 2,
 'Paul Greengrass': 3,
 'Phillip Noyce': 4,
 'Jonathan del Val': 1,
 'Andy Tennant': 4,
 'Denis Villeneuve': 3,
 'Sebastian Jones': 1,
 'Ramez Silyan': 1,
 'Mike Newell': 4,
 'Macon Blair': 1,
 'Justin Benson': 2,
 'Aaron Moorhead': 2,
 'Nora Ephron': 2,
 'Louie Psihoyos': 1,
 'Babak Anvari': 2,
 'Joachim Rønning': 2,
 'Espen Sandberg': 1,
 'Rob Marshall': 2,
 'Paul Katis': 1,
 'David Sington': 3,
 'Timo Tjahjanto': 2,
 'Jean-François Richet': 2,
 'Amar Kaushik': 1,
 'Steven Bognar': 2,
 'Julia Reichert': 2,
 'Jeff Chan': 2,
 'Gastón Duprat': 2,
 'Mariano Cohn': 1,
 'Hiroshi Aoyama': 1,
 'Kazumi Fukushima': 1,
 'Jim Stenstrum': 1,
 'Jeff Orlowski': 1,
 'Charlie McDowell': 2,
 'Len Wiseman': 2,
 'Cristi Puiu': 1,
 'Eric Darnell': 2,
 'Tom McGrath': 2,
 'Antonin Baudry': 1,
 'Tommy Wirkola': 3,
 'Kris Pearn': 1,
 'Cory Evans': 1,
 'Rob Lodermeier': 1,
 'Jeff Margolis': 1,
 'Nicholas Stoller': 1,
 'John Maclean': 1,
 'Chapman Way': 1,
 'Maclain Way': 1,
 'Richard Shepard': 1,
 'Scott Derrickson': 2,
 'Sam Dunn': 2,
 'Scot McFadyen': 1,
 'Morgan Neville': 5,
 'Kyle Patrick Alvarez': 1,
 'Simon Curtis': 1,
 'Henry Joost': 4,
 'Ariel Schulman': 3,
 'Advait Chandan': 1,
 'Tamara Jenkins': 2,
 'Adam Nimoy': 1,
 'Michael Dowse': 3,
 'Tom Shadyac': 3,
 'Jacob Kornbluth': 2,
 'Antoine Fuqua': 2,
 'Stan Lathan': 6,
 'Alex Timbers': 1,
 'Luis Valdez': 1,
 'Michael Mann': 2,
 'Mat Whitecross': 2,
 'Petra Costa': 2,
 'Jonathan Glazer': 1,
 'James Lebrecht': 1,
 'Nicole Newnham': 2,
 'Ed Perkins': 1,
 'Raymie Muzquiz': 1,
 'Stu Livingston': 1,
 'Frank Oz': 2,
 'John Irvin': 5,
 'Shane Acker': 1,
 'Jon Greenhalgh': 1,
 'Will Becher': 2,
 'Richard Phelan': 2,
 'Christian Desmares': 1,
 'Franck Ekinci': 1,
 'Brian Helgeland': 2,
 'Alê Abreu': 1,
 'Patrick Brice': 3,
 'Jonathan Mostow': 3,
 'Jason Todd Ipson': 1,
 'Mani Ratnam': 5,
 'Louis C.K.': 4,
 'Álvaro Brechner': 2,
 'Alice Rohrwacher': 1,
 'Liz Garbus': 4,
 'Alex Lehmann': 3,
 'Zak Hilditch': 3,
 'Peter Berg': 4,
 'Rachel Mason': 1,
 'Leslie Iwerks': 2,
 'Lars Klevberg': 2,
 'Thom Zimny': 1,
 'Thurop Van Orman': 1,
 'John Rice': 1,
 'Gillian Robespierre': 3,
 'Prasanth Varma': 2,
 'Andrea Arnold': 1,
 'Richard da Costa': 1,
 'Alex Parkinson': 1,
 'Abhishek Chaubey': 3,
 'Christian Gudegast': 1,
 'Haifaa Al-Mansour': 2,
 'Mark Waters': 3,
 'Clay Kaytis': 1,
 'David Soren': 1,
 'Howard Zieff': 1,
 'Steven Brill': 8,
 'Nicholaus Goossen': 2,
 'Atom Egoyan': 4,
 'Alexandra Dean': 1,
 'Larry David': 1,
 'Ted Braun': 1,
 'Abhinay Deo': 3,
 'Akshat Verma': 1,
 'Constance Marks': 1,
 'Philip Shane': 1,
 'Morgan Matthews': 2,
 'Trey Edward Shults': 2,
 'Jon Alpert': 5,
 'Evan Goldberg': 2,
 'Seth Rogen': 2,
 'Gabriel Clarke': 1,
 'Torquil Jones': 1,
 'Wolfgang Petersen': 3,
 'Ben Howling': 1,
 'Yolanda Ramke': 1,
 'Icíar Bollaín': 1,
 'Bernard Rose': 4,
 'Hiromasa Yonebayashi': 1,
 'Giles New': 1,
 'Matt Palmer': 1,
 'Angelina Jolie': 3,
 'Rene Liu': 1,
 'Lou Adler': 1,
 'Tommy Chong': 1,
 'James Wong': 2,
 'Michael Cuesta': 2,
 'Tiller Russell': 1,
 'Bert Marcus': 2,
 'Robert Luketic': 3,
 'Neil Armfield': 1,
 'Jake Paltrow': 2,
 'Chih-Yen Hsu': 1,
 'Mag Hsu': 1,
 'Roger Spottiswoode': 7,
 'Elizabeth Banks': 3,
 'Steve Carr': 7,
 'Rusty Cundieff': 6,
 'James Duffy': 3,
 'Griffin Dunne': 4,
 'Peter Farrelly': 4,
 'Patrik Forsberg': 3,
 'Will Graham': 3,
 'James Gunn': 5,
 'Brett Ratner': 4,
 'Jonathan van Tulleken': 4,
 'Bob Odenkirk': 4,
 'Ofir Raul Graizer': 1,
 'Eugenio Derbez': 1,
 'Ben Younger': 1,
 'Lukas Dhont': 1,
 'Ashwiny Iyer Tiwari': 2,
 'Shonali Bose': 2,
 'Ken Hughes': 2,
 'Neeraj Pandey': 2,
 'John Butler': 1,
 'Christian Ditter': 1,
 'Jacques Perrin': 1,
 'Jacques Cluzaud': 1,
 'David Bruckner': 3,
 'Kevin Phillips': 1,
 'Sian Heder': 1,
 'Chris Kelly': 1,
 'Nick Cassavetes': 1,
 'Nic Mathieu': 1,
 'McG': 4,
 'Joe Berlinger': 6,
 'Jerrold Tarog': 1,
 'Frank Coraci': 3,
 'Saul Dibb': 3,
 'Mark Craig': 1,
 'Nate Adams': 4,
 'Adam Carolla': 4,
 'Alexandre Heboyan': 1,
 'Benoît Philippon': 1,
 'Stephanie Soechtig': 1,
 'Jeremy Seifert': 2,
 'Estevan Oriol': 1,
 'Juan Pablo Rebella': 1,
 'Pablo Stoll': 1,
 'Wayne Blair': 1,
 'Newt Arnold': 2,
 'Steve Loter': 4,
 'Dylan Bank': 2,
 'Daniel DiMauro': 1,
 'Morgan Pehme': 1,
 'Craig Johnson': 2,
 'Jim Field Smith': 1,
 'Gilles Paquet-Brenner': 2,
 'Nana Ekvtimishvili': 1,
 'Simon Groß': 1,
 'Andrew Dominik': 1,
 'Abhay Chopra': 1,
 'Matthew Shoychet': 1,
 'Andrew Slater': 1,
 'Sarah Gavron': 2,
 'Richie Smyth': 1,
 'Genndy Tartakovsky': 1,
 'Tony Zierra': 1,
 'Ritesh Batra': 2,
 'Eddie Mensore': 1,
 'Asghar Farhadi': 2,
 'Brett Harvey': 2,
 'Peggy Holmes': 3,
 'Michael Apted': 4,
 'Rayka Zehtabchi': 1,
 'Barry W. Blaustein': 1,
 'Kevin R. Adams': 1,
 'Joe Ksander': 1,
 'Ricardo Curtis': 2,
 'Daniel Goldhaber': 1,
 'Houda Benyamina': 1,
 'Sandi Tan': 1,
 'Farah Khan': 3,
 'Jerry Rothwell': 1,
 'John Cromwell': 6,
 'Milind Dhaimade': 1,
 'Gauri Shinde': 1,
 'Prentice Penny': 1,
 'Russell Crowe': 1,
 'Chris Moukarbel': 1,
 'Jason Krawczyk': 1,
 'Kevin Macdonald': 4,
 'Jeffrey Walker': 2,
 'Paul W.S. Anderson': 4,
 'Anna Boden': 2,
 'Ryan Fleck': 2,
 'Abhishek Kapoor': 3,
 'Sujoy Ghosh': 3,
 'Jason Reitman': 2,
 'Wes Craven': 7,
 'Jeff Tremaine': 3,
 'Stephen Chiodo': 1,
 'David Leveaux': 1,
 'Jeremy Rush': 1,
 'Lee Tamahori': 3,
 'Kar-Wai Wong': 3,
 'Dava Whisenant': 1,
 'Darnell Martin': 1,
 'Jeffrey Schwarz': 3,
 'Felix Thompson': 1,
 'Floria Sigismondi': 1,
 'Alice Wu': 1,
 'Alan Yang': 1,
 'Leslye Headland': 2,
 'Brad Anderson': 6,
 'Woo-Ping Yuen': 5,
 'Pablo Larraín': 1,
 'Lone Scherfig': 1,
 'Roger Kumble': 4,
 'Daniel Raim': 1,
 'Tanuja Chandra': 1,
 'Cary Joji Fukunaga': 2,
 'Mark Dennis': 1,
 'Ben Foster': 1,
 'David R. Ellis': 4,
 'Marcus Raboy': 18,
 'Randal Kleiser': 5,
 'Brett Haley': 4,
 'Andrey Zvyagintsev': 1,
 'Patrick Tatopoulos': 1,
 'Reema Kagti': 2,
 'Leslie Small': 11,
 'Tim Story': 3,
 'Phil Joanou': 2,
 'Akiva Schaffer': 3,
 'Simon J. Smith': 1,
 'Steve Hickner': 2,
 'Stephen Daldry': 3,
 'Christian Duurvoort': 1,
 'Mar Targarona': 2,
 'Ken Kwapis': 2,
 'Lee Fulkerson': 1,
 'Hiroyuki Seshita': 4,
 'Rob Cohen': 4,
 'Chris Baugh': 1,
 'Jeremiah Zagar': 2,
 'Sean McNamara': 7,
 'Joe Murray': 1,
 'Cosmo Segurson': 2,
 'Steven Soderbergh': 9,
 'Aniruddha Roy Chowdhury': 2,
 'Rob Minkoff': 3,
 'Zachary Heinzerling': 1,
 'Romain Gavras': 1,
 'Cate Shortland': 1,
 'Adam Leon': 1,
 'Abhishek Sharma': 1,
 'Thomas Vinterberg': 1,
 'Mimi Leder': 3,
 'Sara Colangelo': 1,
 'Frant Gwo': 1,
 'Erik Canuel': 3,
 'John Curran': 3,
 'Stanley Nelson': 2,
 'David Fairhead': 2,
 'Afia Nathaniel': 1,
 'John Milius': 2,
 'Sanjay Gupta': 3,
 'John Wells': 1,
 'Mark Christopher': 1,
 'Jon Gunn': 2,
 'Lynn Shelton': 4,
 'Andy Serkis': 2,
 'Paul Urkijo Alijo': 1,
 'John A. Davis': 2,
 'Oliver Stone': 5,
 'Nila Madhab Panda': 3,
 'Anusha Rizvi': 1,
 'Mahmood Farooqui': 1,
 'John Dower': 1,
 'Daniel J. Clark': 1,
 'Nicolas Cage': 1,
 'David Pastor': 3,
 'Àlex Pastor': 3,
 'Kristina Goolsby': 1,
 'Ashley York': 1,
 'Bobcat Goldthwait': 8,
 'Nicholas Zeig-Owens': 1,
 'Karthik Subbaraj': 3,
 'Tommy Avallone': 3,
 'Harry Elfont': 2,
 'Deborah Kaplan': 2,
 'Bob Nelson': 1,
 'Hugh Wilson': 2,
 'Florian Gallenberger': 1,
 'Ben Wheatley': 3,
 'Greg Berlanti': 1,
 'Michael Fimognari': 1,
 'Jon Watts': 1,
 'James Bridges': 2,
 'Jeff Pollack': 1,
 'Billy Corben': 1,
 'Barry Avrich': 1,
 'Larry Peerce': 3,
 'Russell Mulcahy': 4,
 'Rakeysh Omprakash Mehra': 4,
 'Roger Allers': 2,
 'Jill Culton': 2,
 'Anthony Stacchi': 1,
 'Yance Ford': 1,
 'Alexander Witt': 1,
 'Alberto Rodríguez': 2,
 'James Mangold': 2,
 'Jeremy Coon': 1,
 'Tim Skousen': 1,
 'Peter Hutchings': 2,
 'Sion Sono': 4,
 'Kasper Collin': 1,
 'Richard Benjamin': 4,
 'Ariel Vromen': 2,
 'Steve Antin': 1,
 'Bruce Beresford': 7,
 'Kyle Newacheck': 2,
 'Bonni Cohen': 2,
 'Jon Shenk': 2,
 'Keiichi Hara': 1,
 'Stephanie Sheh': 1,
 'Michael Sinterniklaas': 1,
 'Anne Fletcher': 2,
 'Ricky Gervais': 3,
 'Matthew Robinson': 1,
 'Simon Baker': 1,
 'Mark Raso': 1,
 'Dante Lam': 5,
 'Barak Goodman': 1,
 'Jamila Ephron': 2,
 'Francesco Cinquemani': 2,
 'George Gallo': 5,
 'Kip Andersen': 2,
 'Keegan Kuhn': 2,
 'Bruce Gowers': 3,
 'Esteban Sapir': 1,
 'Zackary Canepari': 1,
 'Drea Cooper': 1,
 'Robert Altman': 8,
 'Mijke de Jong': 1,
 'Jennifer Peedom': 1,
 'Nicholas Hytner': 1,
 'Paco Cabezas': 4,
 'Imtiaz Ali': 6,
 'Ole Bornedal': 2,
 'Dustin Hoffman': 2,
 'Farhan Akhtar': 3,
 'Eva Orner': 1,
 'Charles Martin Smith': 3,
 'Raj Kumar Gupta': 3,
 'Benjamin Turner': 2,
 'Gabe Turner': 1,
 'Ivan Reitman': 5,
 'Erik Matti': 2,
 'Jennifer Phang': 1,
 'Phyllida Lloyd': 1,
 'Julius Avery': 1,
 'Stig Bergqvist': 1,
 'Paul Demeyer': 1,
 'Alessio Cremonini': 1,
 'J.D. Dillard': 1,
 'Rahul Dholakia': 2,
 'Tigmanshu Dhulia': 1,
 'Orson Welles': 3,
 'Makoto Shinkai': 1,
 'Peter Spirer': 2,
 'John Ridley': 1,
 'Nandita Das': 2,
 'Nagesh Kukunoor': 5,
 'Alex Smith': 1,
 'Andrew J. Smith': 1,
 'Will Allen': 1,
 'Jenny Gage': 2,
 'Haoling Li': 1,
 'Yoshitaka Takeuch': 1,
 'Xiaoxing Yi': 1,
 'Beeban Kidron': 1,
 'Hikari': 1,
 'David Wain': 1,
 'Michel Gondry': 2,
 'Elaine McMillion Sheldon': 2,
 'Sanjay Leela Bhansali': 4,
 'Malik Vitthal': 1,
 'Scott Aukerman': 2,
 'Daniel Stamm': 1,
 'Gary Fleder': 1,
 'Drake Doremus': 3,
 'Noël Wells': 1,
 'Jonathan Demme': 4,
 'Jonathan Liebesman': 2,
 'Greg Campbell': 1,
 'Ari Sandel': 2,
 'Lyric R. Cabral': 1,
 'David Felix Sutcliffe': 1,
 'Mike Clattenburg': 5,
 'Ömer Faruk Sorak': 3,
 'Jean-Loup Felicioli': 1,
 'Alain Gagnol': 1,
 'Matthew Cooke': 1,
 'Wally Pfister': 1,
 'Chris Nelson': 2,
 'Bille August': 2,
 'Rajkumar Santoshi': 4,
 'Luke Snellin': 1,
 'Jeff Baena': 4,
 'Milind Rau': 1,
 'Errol Morris': 2,
 'Gaëtan Brizzi': 2,
 'Paul Brizzi': 2,
 'Joan C. Gratz': 1,
 'Mohammed Saeed Harib': 1,
 'Nina Paley': 1,
 'Bill Plympton': 2,
 'Joann Sfar': 1,
 'Michal Socha': 1,
 'Mike Rohl': 2,
 'Oz Perkins': 2,
 'Cyrus Saidi': 1,
 'Karen Moncrieff': 2,
 'Patricia Rozema': 1,
 'Jedd Wider': 1,
 'Todd Wider': 1,
 'Paul Dugdale': 3,
 'Elite Zexer': 1,
 'Pierre Morel': 2,
 'Mary Mazzio': 2,
 'John Lee': 1,
 'Gus Van Sant': 7,
 'Roberta Grossman': 1,
 'Sophie Sartain': 2,
 'Ivan Sen': 3,
 'William Eubank': 1,
 'Gideon Raff': 1,
 'Tarsem Singh': 3,
 'Blitz Bazawule': 1,
 'Walter Hill': 8,
 'Aaron Hann': 1,
 'Mario Miscione': 1,
 'Bo Burnham': 4,
 'Bryan Bertino': 1,
 'Greg Barker': 3,
 'Ryan Polito': 12,
 'Jake Szymanski': 2,
 'Jim Mickle': 3,
 'Vinil Mathew': 1,
 'Vikramaditya Motwane': 2,
 'Robin Swicord': 1,
 'Zach Braff': 1,
 'Masaaki Yuasa': 1,
 'Keanu Reeves': 1,
 'Christian Charles': 1,
 'Cyril Frankel': 1,
 'Pascal Laugier': 2,
 'Peter Middleton': 1,
 'James Spinney': 1,
 'Vince Marcello': 2,
 'Alexandre Aja': 2,
 'Michael Thelin': 1,
 'Lonny Price': 1,
 'Doug Liman': 3,
 'Olivia Newman': 1,
 'Fab 5 Freddy': 1,
 'Josh Greenbaum': 3,
 'Ramón Salazar': 1,
 'Jamie Linden': 1,
 'Mark Dindal': 2,
 'Jesse Dylan': 1,
 'Lance Bangs': 11,
 'Dean Parisot': 1,
 'Benson Lee': 1,
 'Dimitri Logothetis': 2,
 'Abby Epstein': 1,
 'Sebastián Hofmann': 1,
 'Oliver Parker': 2,
 'Dylan Mohan Gray': 1,
 'Toa Fraser': 3,
 'Chad Hartigan': 2,
 'Joe Piscatella': 1,
 'Jamie M. Dagg': 1,
 'J. Davis': 1,
 'Brandon Camp': 1,
 'Nancy Schwartzman': 1,
 'Eva Vives': 1,
 'David Mirkin': 1,
 'Heather Walsh': 1,
 'Joe Robert Cole': 2,
 'Tony Elliott': 1,
 'Bruce Malmuth': 1,
 'Gary Nelson': 5,
 'Carlos Vermut': 1,
 'Andrzej Bartkowiak': 2,
 'Ho-Cheung Pang': 2,
 'Johannes Roberts': 4,
 'Mahmoud Sabbagh': 1,
 'Mark Steven Johnson': 1,
 "Mark O'Connor": 1,
 'Dibakar Banerjee': 4,
 'Ian Samuels': 1,
 'Michael Carney': 1,
 'Don Mancini': 1,
 'S.S. Wilson': 2,
 'Hae Young Jung': 1,
 'Young Kyun Park': 1,
 'Jhonen Vasquez': 1,
 'Aleksey German Jr.': 1,
 'Banjong Pisanthanakun': 3,
 'Parkpoom Wongpoom': 2,
 'Katy Chevigny': 1,
 'Ross Kauffman': 1,
 'Eric Stoltz': 1,
 'Fritz Böhm': 1,
 'Dan Gilroy': 1,
 'Joe Swanberg': 4,
 'Storm Saulter': 1,
 'Fernando González Molina': 2,
 'Jared Hess': 2,
 'John Scheinfeld': 2,
 'Emmanuel Mouret': 3,
 'Tinto Brass': 2,
 'Madeleine Sami': 1,
 'Jackie van Beek': 1,
 'Seth Barrish': 3,
 'Spike Lee': 9,
 'Monika Mitchell': 3,
 'Greg Whiteley': 2,
 'Damien Leone': 2,
 'Gavin Fitzgerald': 1,
 'Shashanka Ghosh': 3,
 'Todd Holland': 1,
 'Jared Moshe': 1,
 'Jennifer M. Kroot': 1,
 'Peter Chelsom': 4,
 'Philipp Stölzl': 1,
 'Vijay Lalwani': 1,
 'Sally Potter': 2,
 'Elizabeth Wood': 1,
 'Simon Wells': 5,
 'David Wnendt': 3,
 'Joel Gallen': 3,
 'Tig Notaro': 2,
 'Min-ho Woo': 1,
 'Jennifer Baichwal': 3,
 'Nicholas de Pencier': 1,
 'David Cronenberg': 6,
 'So Yong Kim': 2,
 'Joe Dante': 3,
 'Eric Goldberg': 3,
 'Beyoncé': 2,
 'Ed Burke': 2,
 'Alex Zamm': 3,
 'Luke Sparke': 1,
 'Michèle Ohayon': 1,
 'J.J. Englert': 1,
 'Robert Krantz': 1,
 'Sofia Coppola': 3,
 'Tetsuo Yajima': 2,
 'Israel Adrián Caetano': 4,
 'Florian Henckel von Donnersmarck': 1,
 'Cory Barlog': 1,
 'Joshua Z Weinstein': 1,
 'Jenna Laurenzo': 1,
 'Sonia Kennebeck': 1,
 'Nora Fingscheidt': 1,
 'Chia-Liang Liu': 12,
 'Dennie Gordon': 2,
 'Ben Shelton': 2,
 'Davis Guggenheim': 2,
 'Ribhu Dasgupta': 1,
 'Andy Fickman': 4,
 'Erik Nelson': 3,
 'Hrishikesh Mukherjee': 7,
 'Nicole Holofcener': 1,
 'John Fortenberry': 2,
 'Masayuki': 1,
 'Álex de la Iglesia': 1,
 'Paul Andrew Williams': 3,
 'Justin McConnell': 4,
 'David Guy Levy': 1,
 'Yilmaz Erdogan': 8,
 'Christopher Storer': 4,
 'Benedict Andrews': 2,
 'Aaron Lieber': 1,
 'Vincent Perez': 1,
 'Kiran Rao': 1,
 'Gerard McMurray': 1,
 'Karim Amer': 1,
 'Jehane Noujaim': 1,
 'Max Joseph': 1,
 'Rhys Thomas': 3,
 'Igor Kovalyov': 1,
 'Norton Virgien': 3,
 'David Alvarado': 1,
 'Jason Sussberg': 1,
 'David Palmer': 1,
 'Dax Shepard': 1,
 'Sandeep Reddy Vanga': 2,
 'Ian Cheney': 1,
 'Nathan Morlando': 1,
 'Christina Clusiau': 1,
 'Shaul Schwarz': 3,
 'Greg MacGillivray': 4,
 'Shree Narayan Singh': 1,
 'Wim Wenders': 3,
 'Trent Haaga': 1,
 'Ana Kokkinos': 1,
 'Toshiyuki Kubooka': 3,
 'Bilal Lashari': 1,
 'Daniel Lee': 1,
 'Maria Ripoll': 3,
 'Jesse V. Johnson': 4,
 'Dave Green': 1,
 'Sarah Adina Smith': 3,
 'Shrihari Sathe': 1,
 'Michael Lehmann': 2,
 'Kyoko Miyake': 1,
 'Priyadarshan': 12,
 'Anurag Kashyap': 3,
 'Roland Joffé': 4,
 "Liam O'Donnell": 1,
 'James McTeigue': 2,
 'John Erick Dowdle': 2,
 'Julius Onah': 2,
 'Peter Landesman': 2,
 'Abe Forsythe': 1,
 'Jon Amiel': 3,
 'Abhishek Varman': 2,
 'Bruce Robinson': 2,
 'Anthony Wonke': 1,
 'Marja-Lewis Ryan': 1,
 'Michael Tolajian': 1,
 'Rachel Lears': 1,
 'Shaad Ali': 4,
 'Neil Triffett': 1,
 'Skye Borgman': 2,
 'Billy Ray': 1,
 'Alain Desrochers': 2,
 'Dharmendra Suresh Desai': 2,
 'Tinge Krishnan': 1,
 'Sung-hoon Kim': 1,
 'Gabe Ibáñez': 1,
 'Alan Rickman': 1,
 'Troy Nixey': 1,
 'Amol Palekar': 1,
 'Mike Diva': 1,
 'Jennifer Kaytin Robinson': 1,
 'Terry Hughes': 2,
 'Ian MacNaughton': 2,
 'Mitzi Vanessa Arreola': 1,
 'Amir Galván Cervera': 1,
 'Rod Blackhurst': 2,
 'Brian McGinn': 2,
 'David Lee Miller': 1,
 'Andrew Niccol': 2,
 'Gerard Barrett': 1,
 'Shanker Raman': 1,
 'Jon Lucas': 1,
 'Scott Moore': 1,
 'Keenen Ivory Wayans': 1,
 'Tom Dey': 2,
 'Claire Scanlon': 2,
 'Doron Paz': 1,
 'Yoav Paz': 1,
 'Alejandro Doria': 1,
 'Mati Diop': 1,
 'Woody Harrelson': 1,
 'Bill Oliver': 2,
 'Rohit Shetty': 4,
 'Marti Noxon': 1,
 'Pa. Ranjith': 2,
 'Mahesh Manjrekar': 3,
 'Christopher Smith': 3,
 'Lauren Miller Rogen': 1,
 'Sydney Freeland': 1,
 'Johanna Demetrakas': 2,
 'Kevin Rodney Sullivan': 2,
 'Ayan Mukherjee': 1,
 'Brian Knappenberger': 2,
 'Shannon Hartman': 12,
 'Maya Forbes': 2,
 'Andrew Lau': 5,
 'Alan Mak': 1,
 'Ralph Rieckermann': 1,
 'Jared Stern': 1,
 'Francesco Lettieri': 1,
 'Garry Marshall': 6,
 'George Stevens': 6,
 'Prosit Roy': 1,
 'Baran bo Odar': 2,
 'Ken Marino': 2,
 'Chris Bolan': 1,
 'John Michael McDonagh': 2,
 'Clark Johnson': 1,
 'Gillian Armstrong': 1,
 'Abbas Tyrewala': 1,
 'Kirby Dick': 4,
 'Alex Infascelli': 1,
 'Jill Bauer': 1,
 'Ronna Gradus': 1,
 'Karan Malhotra': 1,
 'Anthony Caronna': 1,
 'Alexander Smith': 1,
 'Linda Saffire': 1,
 'Adam Schlesinger': 1,
 'Chris Perkel': 1,
 'Todor Chapkanov': 3,
 'Fernando Coimbra': 1,
 'Mae Czarina Cruz': 4,
 'Vincenzo Natali': 2,
 'Elliot Hegarty': 1,
 'Alik Sakharov': 1,
 'Michelangelo Antonioni': 3,
 'April Mullen': 2,
 'Heidi Ewing': 2,
 'Rachel Grady': 2,
 'Natalie Portman': 2,
 'Gareth Edwards': 2,
 'Fred Schepisi': 2,
 'Brian De Palma': 4,
 'Andrew Bujalski': 4,
 'Tim Hill': 1,
 'Kiké Maíllo': 1,
 'Ricki Stern': 1,
 'Anne Sundberg': 1,
 'Luis Alfaro': 1,
 'Pablo Lejarreta': 1,
 'Jay Chapman': 36,
 'Noriyuki Abe': 2,
 'Tyler Perry': 8,
 'Bobby Farrelly': 1,
 'Jonathan Sobol': 1,
 'Ernie Barbarash': 5,
 'Oliver Daly': 2,
 'Hatem Khraiche': 1,
 'Barry Sonnenfeld': 1,
 'V. Scott Balcerek': 1,
 'Yasushi Kawamura': 1,
 "Kei'ichi Sato": 1,
 'Hark Tsui': 4,
 "Federico D'Alessandro": 1,
 'Lena Khan': 1,
 'Kathleen Hepburn': 2,
 'Elle-Máijá Tailfeathers': 1,
 'Rami Hachache': 2,
 'Steven R. Monroe': 8,
 'Dash Shaw': 1,
 'Kunihiko Yuyama': 6,
 'Daniel Gray Longino': 2,
 'Fabio Guaglione': 1,
 ...}


DirCount=pd.DataFrame(directors_moviescount.items(), columns=['Directors','Count'])


DirCount


DirCount=DirCount.sort_values(ascending=False, by='Count').head(20)


DirCount


DirCount.drop(56, axis=0, inplace=True)


DirCount


fig18= px.bar(x=DirCount['Directors'],
              y=DirCount['Count'],
              title='Count of movies directed by 20 first directors',
              text=DirCount['Count'],
              height=600)
fig18.update_traces(texttemplate='%{text:.2s}', textposition='outside')
fig18


genres_ =dict(df['Genres'].value_counts())


genres_

{'Drama': 1341,
 'Documentary': 1229,
 'Comedy': 1040,
 'Comedy,Drama': 446,
 'Horror': 436,
 'Drama,Romance': 397,
 'Comedy,Drama,Romance': 333,
 'Horror,Thriller': 297,
 'Comedy,Romance': 289,
 'Drama,Thriller': 222,
 'Thriller': 211,
 'Action,Drama': 173,
 'Crime,Drama,Thriller': 169,
 'Crime,Drama': 149,
 'Action': 146,
 'Documentary,Comedy': 142,
 'Documentary,Music': 140,
 'Horror,Mystery,Thriller': 140,
 'Comedy,Horror': 126,
 'Action,Thriller': 119,
 'Western': 116,
 'Action,Crime,Drama,Thriller': 116,
 'Family': 104,
 'Horror,Sci-Fi': 101,
 'Documentary,Biography': 101,
 'Drama,Mystery,Thriller': 99,
 'Action,Crime,Thriller': 92,
 'Crime,Drama,Mystery,Thriller': 90,
 'Drama,Family': 89,
 'Biography,Drama': 87,
 'Action,Crime,Drama': 82,
 'Drama,Horror,Thriller': 81,
 'Documentary,History': 81,
 'Action,Drama,Thriller': 73,
 'Drama,War': 70,
 'Comedy,Family': 66,
 'Romance': 62,
 'Action,Comedy': 57,
 'Documentary,Sport': 56,
 'Drama,Music': 55,
 'Documentary,Short': 52,
 'Drama,Horror,Mystery,Thriller': 52,
 'Comedy,Drama,Family': 52,
 'Documentary,Biography,History': 50,
 'Animation': 49,
 'Documentary,Drama': 49,
 'Action,Adventure,Sci-Fi': 48,
 'Animation,Adventure,Comedy,Family,Fantasy': 47,
 'Mystery,Thriller': 47,
 'Action,Adventure': 47,
 'Comedy,Crime': 46,
 'Horror,Sci-Fi,Thriller': 46,
 'Action,Sci-Fi': 46,
 'Horror,Mystery': 45,
 'Sci-Fi': 45,
 'Biography,Drama,History': 44,
 'Drama,Sport': 41,
 'Crime,Drama,Romance': 40,
 'Drama,History': 40,
 'Crime,Thriller': 40,
 'Action,Adventure,Comedy,Horror,Sci-Fi,Thriller': 39,
 'Adventure,Drama': 38,
 'Action,Adventure,Fantasy': 38,
 'Drama,Music,Romance': 36,
 'Adventure': 36,
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 'Action,Adventure,Crime,Drama,Horror,Thriller': 2,
 'Crime,Horror,Romance,Thriller': 2,
 'Documentary,Biography,History,News,War': 2,
 'Action,War': 2,
 'Comedy,History': 2,
 'Crime,Drama,History,Romance,Thriller': 2,
 'Action,Adventure,Comedy,Drama,Music,Western': 2,
 'Drama,Family,Thriller': 2,
 'Animation,Family,Fantasy,Romance': 2,
 'Documentary,Biography,Family,Sport': 2,
 'Animation,Drama,Family,Fantasy,Musical': 2,
 'Fantasy,Adventure': 2,
 'Thriller,Mystery': 2,
 'Adventure,Crime,Drama,Romance,Thriller': 2,
 'Animation,Action,Comedy,Family,Musical,Sci-Fi': 2,
 'Action,Drama,Music,Romance,Western': 2,
 'Action,Adventure,Drama,Fantasy,Horror,Mystery,Sci-Fi,Thriller': 2,
 'Animation,Short,Action,Adventure': 2,
 'Short,Crime,Drama': 2,
 'Family,Documentary': 2,
 'Animation,Action,Comedy,Fantasy,Sci-Fi': 2,
 'Adventure,Thriller': 2,
 'Action,Adventure,Comedy,Music,Western': 2,
 'Animation,Comedy,Family,Fantasy,Music': 2,
 'Action,Adventure,Comedy,Drama,Western': 2,
 'War,Drama': 2,
 'Action,Comedy,Romance,Thriller': 2,
 'Action,Adventure,Crime,Romance': 2,
 'Biography,Crime,Drama,Horror': 2,
 'Documentary,Biography,Crime,Drama,Thriller': 2,
 'Drama,History,Music,Romance': 2,
 'Romance,Thriller,War': 2,
 'Action,Adventure,Comedy,Drama,War': 2,
 'Adventure,Drama,Family,Western': 2,
 'Drama,Film-Noir,Mystery,Thriller': 2,
 'Animation,Adventure,Comedy,Family,Musical,Romance': 2,
 'Adventure,Drama,Music,Romance': 2,
 'Animation,Adventure,Comedy,Family,Sport': 2,
 'Horror,Fantasy,Thriller': 2,
 'Action,Adventure,Comedy,Drama,Musical,Thriller,Western': 2,
 'Action,Adventure,Crime,Mystery,Thriller': 2,
 'Adventure,Drama,Horror': 2,
 'Adventure,Crime,Drama,Thriller': 2,
 'Animation,Comedy,Family,Musical': 2,
 'Adventure,Comedy,Crime,Family,Musical,Mystery': 2,
 'Animation,Adventure,Comedy,Drama,Family,Fantasy,Sci-Fi': 2,
 'Biography,Crime,Drama,History,Thriller,War': 2,
 'Documentary,Adventure,Biography,Drama': 2,
 'Adventure,Comedy,Family,Musical': 2,
 'Drama,Mystery,Romance,Sci-Fi': 2,
 'Comedy,Crime,Family,Thriller': 2,
 'Comedy,Family,Music,Musical,Romance': 2,
 'Action,Adventure,Drama,War': 2,
 'Comedy,Drama,History,Romance': 2,
 'Animation,Comedy,Family,Sport': 2,
 'Action,Adventure,Comedy,Horror,Sci-Fi': 2,
 'Short,Comedy,Music': 2,
 'Action,Crime,Romance,Western': 2,
 'Adventure,Comedy,History': 2,
 'Romance,Drama': 2,
 'Short,Horror': 2,
 'Action,Biography,Crime,Drama,Thriller': 2,
 'Action,Adventure,Fantasy,Horror,Mystery,Thriller': 2,
 'Comedy,Drama,Family,Music,Romance': 2,
 'Comedy,Crime,Drama,Mystery,Romance': 2,
 'Fantasy,Comedy': 2,
 'Action,Crime,Horror': 2,
 'Short,Action,Comedy': 2,
 'Adventure,Comedy,Western': 2,
 'Comedy,Drama,Music,Musical': 2,
 'Action,Adventure,Drama,Music,Western': 2,
 'Horror,Comedy': 2,
 'Animation,Drama,Thriller': 2,
 'Crime,Horror,Sci-Fi': 2,
 'Crime,Horror,Mystery': 2,
 'Documentary,Adventure,News': 2,
 'Action,Adventure,Horror,Sci-Fi': 2,
 'Drama,Sci-Fi,War': 2,
 'Comedy,Crime,Drama,Mystery': 2,
 'Documentary,Biography,Crime,Family': 2,
 'Short,Horror,Sci-Fi,Thriller': 2,
 'Romance,Sci-Fi': 2,
 'Comedy,Horror,Mystery': 2,
 'Short,Drama,Music,Romance': 2,
 'Comedy,Fantasy,Horror,Mystery': 2,
 'Adventure,History': 2,
 'Action,Crime,Fantasy,Thriller': 2,
 'Action,Mystery': 2,
 'Comedy,Family,Music,Romance': 2,
 'Animation,Short,Action,Comedy,Family': 2,
 'Documentary,Drama,Family,Music': 2,
 'Adventure,Family,Fantasy,Sci-Fi': 2,
 'Adventure,Mystery,Thriller': 2,
 'Action,History,War': 2,
 'Comedy,History,Musical': 2,
 'Animation,Short,Sci-Fi': 2,
 'Action,Adventure,Comedy,War': 2,
 'Comedy,Musical,Sci-Fi': 2,
 'Family,Western': 2,
 'Film-Noir,Horror,Thriller': 2,
 'Action,Adventure,Comedy,Horror,Thriller': 2,
 'Adventure,Crime,Mystery': 2,
 'Action,Drama,Fantasy,Horror,Sci-Fi': 2,
 'Music,Documentary': 2,
 'Animation,Musical': 2,
 'Action,Adventure,Drama,Family': 2,
 'Documentary,Adventure,Comedy': 2,
 'Action,Adventure,Fantasy,Horror': 2,
 'Documentary,Crime,Drama,News': 2,
 'Mystery,Thriller,Horror': 2,
 'Comedy,Musical,Sport': 2,
 'Comedy,Sci-Fi,Thriller': 2,
 'Action,History': 2,
 'Fantasy,Romance': 2,
 'Adventure,Comedy,Drama,Family,Mystery': 2,
 'Drama,Sport,Thriller': 2,
 'Adventure,Drama,Romance,Western': 2,
 'Family,Drama': 2,
 'Animation,Action,Drama,Sci-Fi': 2,
 'Action,Drama,Romance,Sport': 2,
 'Biography,Crime,Drama,Horror,Thriller': 2,
 'Action,Adventure,Comedy,Sci-Fi,Thriller': 2,
 'Fantasy,Thriller': 2,
 'Action,Adventure,Horror,Mystery': 2,
 'Action,Adventure,Comedy,Family,Romance': 2,
 'Adventure,Drama,Sci-Fi,Thriller': 2,
 'Adventure,Crime,Drama': 2,
 'Documentary,Action,Biography': 2,
 'Fantasy,Horror,Sci-Fi': 2,
 'Adventure,Fantasy,Romance': 2,
 'Comedy,Crime,Mystery,Romance,Thriller': 2,
 'Drama,Romance,Music': 2,
 'Romance,Comedy,Drama': 2,
 'Action,Adventure,Comedy,Family,Romance,Western': 2,
 'Documentary,Biography,Comedy,History,Music': 2,
 'Documentary,Biography,Comedy,Music': 2,
 'Animation,Adventure,Family,Fantasy,Music,Mystery': 2,
 'Adventure,Drama,Sci-Fi': 2,
 'Action,Adventure,Crime,Drama,Romance': 2,
 'Action,Drama,Mystery,Western': 2,
 'Action,Adventure,Music,Romance,Western': 2,
 'Adventure,Drama,History,Romance,War': 2,
 'Drama,Fantasy,Horror,Romance': 2,
 'Family,Romance,Sport': 2,
 'Adventure,Comedy,Fantasy,Musical': 2,
 'Animation,Drama,Horror,Thriller': 2,
 'Comedy,Crime,Drama,Musical': 2,
 'Adventure,Action': 2,
 'Crime,Drama,Film-Noir,Romance': 2,
 'Comedy,Drama,Family,Fantasy,Musical': 2,
 'Family,Musical,Romance': 2,
 'Documentary,Biography,Drama,Sport': 2,
 'Documentary,Adventure,Biography,Sport': 2,
 'Action,Drama,Mystery,Sci-Fi,Thriller': 2,
 'Drama,Film-Noir,Mystery': 2,
 'Documentary,Biography,Family': 2,
 'Documentary,Biography,Drama,Music': 2,
 'Biography,Drama,Musical': 2,
 'Action,Crime,Horror,Sci-Fi,Thriller': 2,
 'Action,Adventure,Family,Sci-Fi': 2,
 'Action,Comedy,Horror,Sci-Fi': 2,
 'Action,Drama,Musical,Romance': 2,
 'Documentary,Crime,History,Mystery': 2,
 'Animation,Comedy,Drama,Family,Musical': 2,
 'Crime,Drama,War': 2,
 'Comedy,Drama,Family,Musical,Romance': 2,
 'Action,Comedy,Mystery': 2,
 'Adventure,Comedy,Drama,Family,Romance': 2,
 'Documentary,Family,News': 2,
 'Documentary,Crime,News,War': 2,
 'Biography,Music,Romance': 2,
 'Documentary,Adventure,Drama,Sport': 2,
 'Drama,Short': 2,
 'Animation,Action,Adventure,Family': 2,
 'Comedy,Fantasy,Horror,Sci-Fi,Thriller': 2,
 'Drama,Family,Western': 2,
 'Animation,Drama,Mystery,Thriller': 2,
 'Crime,Drama,History,Thriller,War': 2,
 'Action,Drama,Horror,Sci-Fi,Thriller': 2,
 'Documentary,Adventure,Family': 2,
 'Biography,Musical': 2,
 'Animation,Action,Adventure,Comedy': 2,
 'Action,Crime,Drama,Sci-Fi': 2,
 'Animation,Short,Adventure,Comedy,Family,Fantasy,Musical': 2,
 'Comedy,Action': 2,
 'Biography,Comedy': 2,
 'Action,Adventure,Drama,History': 2,
 'Biography,Drama,Music,Musical': 2,
 'Documentary,Action,Sport': 2,
 'Animation,Drama,Romance': 2,
 'Animation,Adventure,Drama,Family': 2,
 'Documentary,Biography,News': 2,
 'Animation,Action,Adventure,Comedy,Family,Fantasy,Musical': 2,
 'Animation,Adventure,Comedy,Family,Music': 2,
 'Documentary,Drama,History,Music': 2,
 'Drama,Comedy,Crime': 2,
 'Action,Drama,Romance,Sci-Fi,Thriller': 2,
 'Biography,Crime,Drama,Sport': 2,
 'Animation,Short,Comedy,Family,Fantasy,Musical': 2,
 'Action,Drama,Mystery,Romance': 2,
 'Animation,Short,Action,Adventure,Comedy,Family': 2,
 'Documentary,Comedy,Music': 2,
 'Animation,Drama,Family': 2,
 'Comedy,Fantasy,Romance,Sci-Fi': 2,
 'Drama,History,Thriller,War': 2,
 'Comedy,Fantasy,Sci-Fi': 2,
 'Animation,Comedy,Fantasy,Musical': 2,
 'Animation,Action,Adventure,Fantasy,Thriller': 2,
 'Documentary,Drama,Romance': 2,
 'Action,Drama,Horror,Sci-Fi': 2,
 'Action,Biography,Drama,History': 2,
 'Documentary,Biography,Drama,History,Mystery': 2,
 'Animation,Adventure,Comedy,Family,Fantasy,Music': 2,
 'Animation,Drama,Sci-Fi,Thriller': 2,
 'Adventure,Comedy,Fantasy,Sci-Fi': 2,
 'Action,Crime,Drama,Sport': 2,
 'Action,Mystery,Sci-Fi,Thriller': 2,
 'Documentary,Adventure,Drama,Family': 2,
 'Action,Adventure,Drama,Mystery,Thriller': 2,
 'Action,Comedy,Crime,Romance,Thriller': 2,
 'Documentary,Short,Biography,History': 2,
 'Documentary,Comedy,Romance': 2,
 'Comedy,Drama,Sci-Fi': 2,
 'Horror,Mystery,Romance,Thriller': 2,
 'Action,Adventure,Comedy,Family,Sci-Fi': 2,
 'Action,Adventure,Comedy,Musical,Romance': 2,
 'Documentary,Comedy,Drama,Family': 2,
 'Action,Drama,Horror,Sci-Fi,Thriller,War': 2,
 'Animation,Short,Action,Adventure,Comedy,Fantasy,Sci-Fi': 2,
 'Documentary,Drama,History,Sport': 2,
 'Comedy,Family,Fantasy,Music,Romance': 2,
 'Drama,Fantasy,Horror,Mystery,Sci-Fi,Thriller': 2,
 'Documentary,Drama,Mystery': 2,
 'Short,Romance': 2,
 'Animation,Short,Fantasy': 2,
 'Animation,Short,Action,Adventure,Comedy,Sci-Fi': 2,
 'Short,Documentary': 2,
 'Crime,Drama,Sci-Fi': 2,
 'Documentary,Action,Biography,Sport': 2,
 'Drama,Horror,Thriller,War': 2,
 'Biography,Drama,History,Music': 2,
 'Documentary,Short,History': 2,
 'Action,Biography,History,War': 2,
 'Short,Comedy,Mystery': 2,
 'Biography,Comedy,Drama,Music': 2,
 'Action,Adventure,Comedy,Crime,Family,Mystery': 2,
 'Comedy,Talk-Show': 2,
 'Action,Comedy,Drama,Musical,Romance,Thriller': 2,
 'Action,Adventure,Drama,Fantasy,Sci-Fi': 2,
 'Documentary,Adventure,Biography,History': 2,
 'Action,Comedy,Crime,Fantasy': 2,
 'Adventure,Family,Fantasy,Musical': 2,
 'Drama,Horror,Mystery,Sci-Fi': 2,
 'Action,Adventure,Mystery,Sci-Fi,Thriller': 2,
 'Action,Adventure,History': 2,
 'Biography,History': 2,
 'Musical,Drama,Romance': 2,
 'Documentary,Crime,Thriller': 2,
 'Action,Adventure,Comedy,Romance,Thriller,Western': 2,
 'Animation,Adventure,Drama,Family,Western': 2,
 'Animation,Adventure,Comedy,Family,Romance': 2,
 'Animation,Short,Action,Adventure,Family': 2,
 'Documentary,Comedy,Musical': 2,
 'Action,Crime,Mystery,Sci-Fi,Thriller': 2,
 'Documentary,Animation,History': 2,
 'Documentary,Music,Sport': 2,
 'Comedy,Horror,Musical': 2,
 'Action,Adventure,Drama,Fantasy,Horror,Sci-Fi,Thriller': 2,
 'Action,Biography,Drama,Sport': 2,
 'Family,Comedy': 2,
 'Biography,Drama,Western': 2,
 'Action,Fantasy,Sci-Fi': 2,
 'Action,Adventure,Comedy,Crime,Drama,Thriller': 2,
 'Animation,Comedy,Drama': 2,
 'Adventure,Game-Show,Reality-TV': 2,
 'Comedy,Fantasy,Horror,Romance': 2,
 'Drama,Fantasy,War': 2,
 'Action,Adventure,Comedy,Crime,Family': 2,
 'Animation,Comedy,Family,Fantasy,Musical,Romance': 2,
 'Adventure,Fantasy,Horror': 2,
 'Adventure,Drama,War': 2,
 'Comedy,Music,Musical': 2,
 'Action,Adventure,Family,Sci-Fi,Thriller': 2,
 'Fantasy,Horror,Sci-Fi,Thriller': 2,
 'Comedy,Drama,Music,Musical,Romance': 2,
 'Documentary,Crime,Drama,Thriller': 2,
 'Animation,Action,Adventure,Fantasy,Horror': 2,
 'Animation,Adventure,Comedy,Drama,Family,Fantasy,Musical': 2,
 'Short,Comedy,War': 1,
 'Adventure,History,War': 1,
 'Short,Action,Crime,Thriller': 1,
 'Documentary,Comedy,Drama,War': 1,
 'Documentary,Family,Sport': 1,
 'Adventure,History,War,Western': 1,
 'Documentary,News,Romance,Thriller': 1,
 'Comedy,Horror,Mystery,Sci-Fi,Thriller': 1,
 'Documentary,Adventure,Biography,History,Sport': 1,
 'Action,History,Thriller': 1,
 'Musical,Drama,Family': 1,
 'Adventure,Comedy,Horror,Sci-Fi': 1,
 'Animation,Action,Adventure,Drama': 1,
 'Animation,Action,Adventure,Comedy,Crime,Family,Mystery': 1,
 'Documentary,History,Mystery,News,Thriller': 1,
 'Musical,Drama': 1,
 'Drama,Crime,Mystery,Thriller': 1,
 'Action,Comedy,Drama,Romance,Thriller': 1,
 'Action,Comedy,Drama,Horror,Sci-Fi,Thriller': 1,
 'Action,Adventure,Comedy,Crime,Mystery,Romance': 1,
 'Comedy,Crime,Romance,Thriller': 1,
 'Action,Family,Sci-Fi': 1,
 'Comedy,Drama,Fantasy,Horror,Thriller': 1,
 'Horror,Sci-Fi,Mystery': 1,
 'Musical,Drama,Romance,Family': 1,
 'Action,Adventure,Comedy,Romance,Western': 1,
 'Adventure,Comedy,Music,Musical,Romance': 1,
 'Short,Mystery,Sci-Fi': 1,
 'Animation,Comedy,Family,Music': 1,
 'Crime,Drama,Horror,Mystery': 1,
 'Action,Drama,Fantasy,Romance': 1,
 'Action,Drama,Family,Western': 1,
 'Animation,Action,Music,Western': 1,
 'Action,Adventure,Fantasy,Horror,Sci-Fi': 1,
 'Action,Adventure,Comedy,Horror,Romance': 1,
 'Action,Sport,Thriller': 1,
 'Adventure,Drama,Music': 1,
 'Biography,Drama,Romance,War,Western': 1,
 'Action,Fantasy,Sci-Fi,Thriller': 1,
 'Short,Adventure,Drama,Thriller': 1,
 'Drama,Short,Fantasy': 1,
 'Drama,Mystery,Romance,Sport': 1,
 'Biography,Comedy,Drama,Music,Romance': 1,
 'Short,Animation,Family': 1,
 'Animation,Adventure,Comedy,Western': 1,
 'Short,Drama,Sci-Fi,Thriller': 1,
 'Drama,Fantasy,History': 1,
 'Comedy,Drama,Family,Mystery,Romance': 1,
 'Action,Horror,Mystery,Sci-Fi': 1,
 'Documentary,Biography,Crime,History,Sport': 1,
 'Animation,Action,Adventure,Drama,Family,Horror,Mystery,Sci-Fi': 1,
 'Comedy,Drama,Fantasy,Musical,Romance': 1,
 'Action,Adventure,Comedy,Crime,Romance,Western': 1,
 'Action,Adventure,Drama,Mystery,Thriller,War': 1,
 'Horror,Sci-Fi,Western': 1,
 'Short,Comedy,Music,Sport': 1,
 'Documentary,Drama,Mystery,Thriller': 1,
 'Drama,Fantasy,Western': 1,
 'Action,Adventure,Crime,Drama,Western': 1,
 'Action,Drama,Music,Western': 1,
 'Documentary,Drama,Fantasy,Horror': 1,
 'Crime,Mystery,Romance': 1,
 'History,Horror,Thriller': 1,
 'Western,Horror': 1,
 'Action,Music': 1,
 'Action,Fantasy,Western': 1,
 'Crime,Sci-Fi,Thriller': 1,
 'Adventure,Drama,War,Western': 1,
 'Drama,Adventure': 1,
 'Adventure,Drama,Fantasy,Thriller,Western': 1,
 'Fantasy,Horror,Musical,Sci-Fi': 1,
 'Action,Comedy,Fantasy,Horror,Mystery,Thriller': 1,
 'Crime,Romance,Western': 1,
 'Action,Adventure,Comedy,Drama,Family,Fantasy,Horror,Sci-Fi,Thriller': 1,
 'Adventure,Comedy,Drama,Thriller': 1,
 'Drama,Action,Thriller': 1,
 'Animation,Adventure,Comedy,Drama,Family,Mystery,Sci-Fi,Thriller': 1,
 'Action,Crime,Drama,Western': 1,
 'Documentary,Drama,Family,History': 1,
 'Comedy,Family,Mystery': 1,
 'Animation,History': 1,
 'Action,Adventure,Comedy,Fantasy,Western': 1,
 'Animation,Comedy,Musical': 1,
 'Sci-Fi,Drama': 1,
 'Animation,Adventure,Comedy,Family,Sci-Fi,Sport': 1,
 'Documentary,Adventure,Western': 1,
 'Documentary,Family,History,Music': 1,
 'Action,Comedy,Musical': 1,
 'Action,Adventure,Drama,Family,Fantasy': 1,
 'Music,Romance,Western': 1,
 'Film-Noir,Mystery': 1,
 'Family,Horror,Thriller': 1,
 'Action,Adventure,Crime,Music,Western': 1,
 'Crime,Drama,Mystery,Sci-Fi': 1,
 'Documentary,Short,Drama,Family,War': 1,
 'Adventure,History,Romance,War,Western': 1,
 'Action,Crime,Romance': 1,
 'Documentary,Animation,Short,Biography,Drama': 1,
 'Action,Adventure,Crime,Romance,Thriller': 1,
 'Short,Action,History,Western': 1,
 'Comedy,Drama,Music,Mystery': 1,
 'Action,Drama,Romance,Sci-Fi': 1,
 'Action,Adventure,Mystery,Western': 1,
 'Drama,Family,Mystery,Sport': 1,
 'Action,Biography,Drama,Romance,War': 1,
 'Drama,Music,Sci-Fi,Thriller': 1,
 'Action,Adventure,Crime,Fantasy,Sci-Fi': 1,
 'Action,Adventure,Crime,Mystery,Romance,Thriller': 1,
 'Action,Adventure,Drama,Fantasy,Mystery,Sci-Fi': 1,
 'Adventure,Drama,Fantasy,Thriller': 1,
 'Short,Comedy,Drama,History,Thriller': 1,
 'Family,Mystery,Sport': 1,
 'Action,Drama,Sci-Fi,Sport,Thriller': 1,
 'Adventure,Family,Comedy': 1,
 'Musical,Family,Fantasy': 1,
 ...}


genrescountt= dict()

for x,count in genres_.items():
    xp=x.split(',')
    for i in xp:
        if i in genrescountt:
            genrescountt[i]+=1
        else:
            genrescountt[i]=1


genrescountt

{'Drama': 868,
 'Documentary': 249,
 'Comedy': 654,
 'Horror': 296,
 'Romance': 420,
 'Thriller': 467,
 'Action': 553,
 'Crime': 347,
 'Music': 171,
 'Mystery': 318,
 'Western': 168,
 'Family': 426,
 'Sci-Fi': 312,
 'Biography': 190,
 'History': 198,
 'War': 170,
 'Sport': 126,
 'Short': 141,
 'Animation': 265,
 'Adventure': 560,
 'Fantasy': 371,
 'Musical': 171,
 'News': 36,
 'Film-Noir': 25,
 'Reality-TV': 8,
 'Talk-Show': 8,
 'Game-Show': 6}


genres_df= pd.DataFrame(genrescountt.items(), columns=['Genres','Count'])


genres_df


sort_genresdf= genres_df.sort_values(ascending=False, by='Count')
sort_genresdf


fig19= px.bar(x= sort_genresdf['Genres'],
              y= sort_genresdf['Count'],
              title='Count of genres',
              text=sort_genresdf['Count'],
              height=600)
fig19.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='red')
fig19


netflixtop_movies= netflix[netflix['IMDb']>8.5].sort_values(ascending=False, by='IMDb')[['Title', 'IMDb']]


netflixtop_movies


fig20= px.bar(x= netflixtop_movies['Title'],
              y= netflixtop_movies['IMDb'],
              title='Top movies on Netflix by IMDb Rating',
              text=netflixtop_movies['IMDb'],
              height=800)
fig20.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='purple')
fig20


hulutop_movies=hulu[hulu['IMDb']>8.5].sort_values(ascending=False, by='IMDb')[['Title','IMDb']]
hulutop_movies


fig21= px.bar(x= hulutop_movies['Title'],
              y= hulutop_movies['IMDb'],
              title='Top movies on Hulu by IMDb Rating',
              text=hulutop_movies['IMDb'],
              height=600)
fig21.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='brown')
fig21


amazonprimetop_movies= prime_video[prime_video['IMDb']>8.5].sort_values(ascending=False, by='IMDb')[['Title','IMDb']]
amazonprimetop_movies


fig22= px.bar(x= amazonprimetop_movies['Title'],
              y= amazonprimetop_movies['IMDb'],
              title='Top movies on Amazon Prime Video by IMDb Rating',
              text=amazonprimetop_movies['IMDb'],
              height=800)
fig22.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='green')
fig22


disneyplustop_movies = disney_plus[disney_plus['IMDb']>8.5].sort_values(ascending=False, by='IMDb')[['Title','IMDb']]
disneyplustop_movies


fig23= px.bar(x= disneyplustop_movies['Title'],
              y= disneyplustop_movies['IMDb'],
              title='Top movies on Disney+ by IMDb Rating',
              text=disneyplustop_movies['IMDb'],
              height=800)
fig23.update_traces(texttemplate='%{text:.2s}', textposition='outside', marker_color='lightsalmon')
fig23

	Runtime	Count
0	90.0	971
1	95.0	489
2	92.0	434
3	93.0	422
4	85.0	408
...	...	...
152	19.0	8
153	32.0	8
154	9.0	8
155	7.0	8
156	10.0	8

	Directors	Count
56	nan	726
977	Jay Chapman	36
8166	Joseph Kane	31
1103	Cheh Chang	29
6950	William Beaudine	23
4827	Jim Wynorski	23
8665	Sam Newfield	22
8519	David DeCoteau	21
1414	Raúl Campos	21
136	Jay Karas	21
1415	Jan Suter	21
471	Marcus Raboy	18
2575	Fred Olen Ray	18
7857	William Witney	17
2103	Scott L. Montoya	17
2303	Mark Atkins	16
7965	Lesley Selander	16
1260	Manny Rodriguez	15
12317	Paul Hoen	15
6864	Robert Stevenson	14

	Directors	Count
977	Jay Chapman	36
8166	Joseph Kane	31
1103	Cheh Chang	29
6950	William Beaudine	23
4827	Jim Wynorski	23
8665	Sam Newfield	22
8519	David DeCoteau	21
1414	Raúl Campos	21
136	Jay Karas	21
1415	Jan Suter	21
471	Marcus Raboy	18
2575	Fred Olen Ray	18
7857	William Witney	17
2103	Scott L. Montoya	17
2303	Mark Atkins	16
7965	Lesley Selander	16
1260	Manny Rodriguez	15
12317	Paul Hoen	15
6864	Robert Stevenson	14

	Title	IMDb
1292	My Next Guest with David Letterman and Shah Ru...	9.3
947	Natsamrat	9.1
0	Inception	8.8
4	The Good, the Bad and the Ugly	8.8
1	The Matrix	8.7
1214	Bill Hicks: Relentless	8.7
1311	Eh Janam Tumhare Lekhe	8.7
1458	Untamed Romania	8.7
1979	One Heart: The A.R. Rahman Concert Film	8.7
845	Gol Maal	8.6
1312	Bill Hicks: Revelations	8.6
1356	Merku Thodarchi Malai	8.6
1468	K. D.	8.6
1538	Luciano Mellera: Infantiloide	8.6
2195	Hikaru Utada Laughter in the Dark Tour 2018	8.6
2704	True: Happy Hearts Day	8.6

	Title	IMDb
3560	The Dark Knight	9.0
3561	GoodFellas	8.7
3562	Parasite	8.6
3564	The Green Mile	8.6

Let's import our librairies¶

Load the data and explore it¶

Changing Age column type from object to float, we need to remove the plus sign'+' before¶

Changing the Rotten Tomatoes type from object to float, and here, we need to remove the % sign¶

Visualisations¶

What is the number of movies for each Age group?¶

Top 10 languages¶

Number of movies in specific age group in all service¶

Number of movies in specific age group in Netflix¶

Number of movies in specific age group in Amazon Prime¶

Number of movies in specific age group in Hulu¶

Rotten Tomatoes Ratings for overall service¶

Now let's do rotten tomatoes ratings for each service¶

Netflix¶

Amazon Prime Video¶

Disney+¶

Hulu¶

We can also proceed this way to display Rotten Tomatoes ratings for each service¶

IMDB Ratings¶

IMDb Rating for movies on Netflix¶

IMDb Rating for movies in Hulu¶

IMDb Rating for movies on Disney+¶

IMDb Rating for movies on Amazopn Prime Video¶

Count of Runtimes of Movies¶

Directors and their count of movies they have directed¶

Exploring Genres¶

What are the top movies on each platform ?¶

Netflix¶

Hulu¶

Amazon Prime Video¶

Disney+¶

	Unnamed: 0	ID	Title	Year	Age	IMDb	Rotten Tomatoes	Netflix	Prime Video	Directors	Genres	Country	Language	Runtime
0	0	1	Inception	2010	13+	8.8	87%	1	0	Christopher Nolan	Action,Adventure,Sci-Fi,Thriller	United States,United Kingdom	English,Japanese,French	148.0
1	1	2	The Matrix	1999	18+	8.7	87%	1	0	Lana Wachowski,Lilly Wachowski	Action,Sci-Fi	United States	English	136.0
2	2	3	Avengers: Infinity War	2018	13+	8.5	84%	1	0	Anthony Russo,Joe Russo	Action,Adventure,Sci-Fi	United States	English	149.0
3	3	4	Back to the Future	1985	7+	8.5	96%	1	0	Robert Zemeckis	Adventure,Comedy,Sci-Fi	United States	English	116.0
4	4	5	The Good, the Bad and the Ugly	1966	18+	8.8	97%	1	1	Sergio Leone	Western	Italy,Spain,West Germany	Italian	161.0

	Directors	Count
0	Christopher Nolan	4
1	Lana Wachowski	5
2	Lilly Wachowski	5
3	Anthony Russo	5
4	Joe Russo	6
...	...	...
12449	Edward M. Abroms	1
12450	Molly Hermann	1
12451	Bernard McEveety	1
12452	Dereck Joubert	1
12453	Richard Slater-Jones	1

	Genres	Count
0	Drama	868
1	Documentary	249
2	Comedy	654
3	Horror	296
4	Romance	420
5	Thriller	467
6	Action	553
7	Crime	347
8	Music	171
9	Mystery	318
10	Western	168
11	Family	426
12	Sci-Fi	312
13	Biography	190
14	History	198
15	War	170
16	Sport	126
17	Short	141
18	Animation	265
19	Adventure	560
20	Fantasy	371
21	Musical	171
22	News	36
23	Film-Noir	25
24	Reality-TV	8
25	Talk-Show	8
26	Game-Show	6

	Title	IMDb
5110	Love on a Leash	9.3
7426	Bounty	9.3
6837	Steven Banks: Home Entertainment Center	9.3
6566	Square One	9.3
7220	Down, But Not Out!	9.3
...	...	...
5730	George Carlin: You Are All Diseased	8.6
5607	Aruvi	8.6
9004	The Legend of Pancho Barnes and the Happy Bott...	8.6
9098	Yellow Colt	8.6
7619	The New Public	8.6

	Title	IMDb
16213	Star Wars: The Empire Strikes Back	8.7
16212	Star Wars: A New Hope	8.6